{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 画饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdMAAAFbCAYAAACOHWQYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9364ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = 51212.\n",
    "f = 40742.\n",
    "m_perc = m/(m+f)\n",
    "f_perc = f/(m+f)\n",
    "colors = ['navy','lightcoral']\n",
    "labels = [\"Male\",\"Female\"]\n",
    "\n",
    "fig=plt.figure(figsize=(8,6))\n",
    "#http://blog.csdn.net/henni_719/article/details/77447528\n",
    "patchs,texts,autotexts=plt.pie([m_perc,f_perc],labels=labels,colors=colors,autopct = '%1.1f%%',explode=(0,0.05))# autopct:表示内部显示数值\n",
    "\n",
    "#需要将text 和 autotext中字体大小和变化\n",
    "for text in texts+autotexts:\n",
    "    text.set_fontsize(20)\n",
    "for text in autotexts:\n",
    "    text.set_color('w')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 子图的个性化布局[简单了解一下]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFpCAYAAAAoQWvFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlesAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa4d5f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "##(3,3)布局三行三列,(0,0)代表画图的位置\n",
    "axes1=plt.subplot2grid((3,3),(0,0))\n",
    "axes2=plt.subplot2grid((3,3),(1,0))\n",
    "axes3=plt.subplot2grid((3,3),(2,0),rowspan=3)\n",
    "axes4 = plt.subplot2grid((3,3),(2,0),colspan = 2)\n",
    "axes4 = plt.subplot2grid((3,3),(0,1),rowspan=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 嵌套图形【核心需要在figure主坐标系上画一个子图】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xab8f080>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJztnXmYFNW5/7+nt1mZnQGGYRVkX4QG\ncYlXRVww4oYKiYpBJTcxiTfLNSa5vyTmxkhuVqPGZOKGJgHFqHivigJqUKPCsCMgg4DMDMMszMJs\nvVTV+f1RdapPVVfPPtMzPe/nefLMdHVV9ekwfs9b3/O+72GccxAEQRCJiyveAyAIgiB6FxJ6giCI\nBIeEniAIIsEhoScIgkhwSOgJgiASHBJ6giCIBIeEniAIIsEhoScIgkhwSOgJgiASHE+8BwAAeXl5\nfOzYsfEeBkEQxIBix44dNZzzoe2d1y+EfuzYsSguLo73MAiCIAYUjLHPO3IeWTcEQRAJDgk9QRBE\ngkNCTxAEkeCQ0BMEQSQ4JPQEQRAJTrtCzxh7ijFWxRjbLx3LYYxtYoyVGD+zjeOMMfYHxtgRxthe\nxtic3hw8QRAE0T4dieifAXCl7dj9ALZwzicC2GK8BoCrAEw0/rcKwOM9M0yCIAiiq7SbR88538oY\nG2s7fC2Ai43f1wB4F8D3jePPcn1/wo8YY1mMsRGc84qeGnC8yMvLAxV1EcePH0dNTU28h0EkAJrG\n8dAbB3H7eWMxKie1Vz+rqwVTw4R4c84rGGP5xvGRAEql88qMY1FCzxhbBT3qx+jRo7s4jGhWrlyJ\n//u//0N+fj72798f9T7nHPfeey9ef/11pKam4plnnsGcOe07TFTURQCA3++P9xCIBOGRt4/gL+8d\nw7i8dHzp3J7TQCd6ejGWORxz3H2cc17EOfdzzv1Dh7Zbwdth7rjjDmzcuDHm+2+88QZKSkpQUlKC\noqIifO1rX+uxzyYIgugI/zxcjd9vOYwbzhmJ5fNH9frndVXoKxljIwDA+FllHC8DII+6EMDJrg+v\n81x00UXIycmJ+f6GDRtw++23gzGGBQsWoL6+HhUVfe8s1TQFEVK0bt+nOaigMRDu0Lmcc9Q1h9o8\nR9V4m/drDanQnbloGgNhaFr0e42BMMJq9HdtCiqO97ffw+nzgopqeR1SNLSG1Kjz2kIeE+dtf2+C\n6CnK6lpw77pdmDRsCB68fgYYc4qPe5auCv2rAFYYv68AsEE6fruRfbMAQEN/8+fLy8sxalRkLios\nLER5eXmfjuH57Scw78HNuPLhrTjTDXHhnGP5Xz7CNY+8D9VBYO088d4xzHtwM0prW2Ke8z8bD8H/\n882Oosc5x+I/vIevPrcj6r2G1jBm/PQtPPrOEctxTeOY8dO38B/P77Yc31/egOk/eRObD1Rajk/7\nyUZ8Y+1Oy7Gz/+sNfFu6/lhNMyb910a8tjfyp3XD4x9gyo8jT3JvH6rE7J+9herGIABgX1kD5j24\nGfvKGgAA24/XYuKP3sDOE3UAgKKtRzHjp2/hdFMw5v83BNFdgoqKr/9tJ1SV4/Fb5yLF5+6Tz+1I\neuVaAB8CmMQYK2OM3QlgNYBFjLESAIuM1wDwOoCjAI4A+AuAr/fKqLuBU3QYa0YtKiqC3++H3+9H\ndXV1j3x+fUsID/zvAYzLTcPR6mY888HxLt/raE0z9pY14PjpFhysONPu+X989wgUjaP489qY5/x5\n61EEFQ2fnIy+X31LGMdqmvGWTZwBYG9ZPQDgheJSy/HaFv0JQhZlAPjXZ/qC5vtHIgubzUEFGgde\n33fKPNYUVBBWOV7eFZmM95Tqn/XavsjD4v5y63iLth5FfUsYx083AwD+ebgK1Y1BvLZPH4eYYD78\n7LRl3OX1rVHfjSB6ip++egB7yxrw65tnYVxeWp99brtCzzlfzjkfwTn3cs4LOedPcs5Pc84Xcs4n\nGj9rjXM55/wezvlZnPMZnPN+t3pZWFiI0tKIGJWVlaGgoMDx3FWrVqG4uBjFxcXoqXWEF4pL0RJS\n8diX5+D8s3ItAtZZSiobzd8/PdXYxpk6Hrf+z/356dgRvaDyTCDqWEVD9DFBrWEJeVzM8bgdYVsl\neSJ/glWN0dG0k9UkLJ8hSd6o98RE3hrW799i2Dniu6uaflwzzhPjdRmTfWftH4LoKOu2ncDabSfw\ntYvPwhXThvfpZw+6ytglS5bg2WefBeccH330ETIzMzFixIg++/zX9p3CzMJMTBmRgUVTh+FYTTPK\n6toXXieO1USuO1rT1Oa5qsZN0a2JYU/ITzunm6IFVhZtu0d+JqCLr33dIZbQCwFukYT1TGu0XeTk\n7QubSnGwq4K2CaTJGJdi3MdrCL4QdnELbrueIHqS3aX1+PGGT/CFiXn43uWT+vzz+0U/+p5k+fLl\nePfdd1FTU4PCwkI88MADCId1Afn3f/93LF68GK+//jomTJiA1NRUPP300302tlMNAewprcd/XqH/\nQy8YnwsA+OhoLZbO7Xwe7fGaZuSlJ8HjYqg607a3XNMUNAWy2iFyBqyiW9cSO5IGdAFNSo/4i0Kk\nXbaIXghtrM9qDkXeD4Sjo+mwGi3mQvxDDpNAS0hFsteNZK/bGHPYOFe/j1tE8C4h9Nb7O42BILpD\nTVMQX/vrDgwdkoQ/LDvH/BvsSxJO6NeuXdvm+4wxPPbYY300GitbD+s+/2VThgEAJg0bgiFJHuwt\nq8fSuYWdvt+pMwEUZCWDAaiMId6C+pZItOxkkQC6Ry5wisTl9xsDCnLTk8zXYlHZnjHTKgmnpnFT\nYIWgyhF0wCGadoroRSQfdji/OaggJ80HnxG5NwdVy+eJyUEIvLBqxNMMRfRET6KoGr7x952obQ7h\nH187H9lpvriMI+GEvj+zq7QOGckeTMxPB6BHlWcPH4JDFe37606cbg4if0gy3C7WZiYNADOLJiPZ\ngwYHiwQAGiUhlycGQUvIKvTW++uvW2wRsRwhBxQVqT79T05MAEH5fceI3kH8ldgRvbivWF9XDE9e\n3CcYtv4U55N1Q/QGv9x4CB8drcVvb56F6SMz4zaOQefRx5PdpQ2YNSrLYm9MHj4Eh06diZmb3han\nm0LISfMhf0iS4+KpjIi4C7JSYtop8nFZ1M33gxEhtqdfimtbQrGFXl7oFL8HwprjuU4+vPj/KGwc\nE1G5/P+dWCMQ/w8L60fcTwi5+GlOJDx6DATRHf53z0n85b1jWHHeGNwwp/NP7D0JCX0f0RJS8Omp\nM5g9KstyfPLwITgTUFDZjsduh3OO080h5Kb7kJvmQ32rc7GS4EyrLsSF2SlR0bhAtmbsgm1/v9FW\n7CQENqRolpx+2bpx+l0W1qAk+uJ+sj0jRFssrCrGa9nHF8ItInrxWkwYQdMyUi3X2i0lgugOh06d\nwX0v7oV/TDZ+dPXUeA+HhL6v2FfWAI0jSujH5Oq5tJ8b+d4dpSmoIKRoyEtLQkaKF5xH2ykyckTf\nGlZNsZQR4j10SJJFlAVtLZzKFov8NNAaco7YzYhesVo7AlOItWgRF6IdMl9HTwZiOOY1qjWSFxOJ\nOO4yrZ7OP1kRhExDaxhffW4HhiR78Mcvz4HPE3+Zjf8IBgl7jIKiWTahH210rTvRjsduR6Q/5qT5\nkJmi55PH8t6BSFZMQVYKgMgipYyI2POHJFmid/v7gDX6Bqx+ucWisYi7FnU8lnUTdIzotRg/I+Ks\n2MTffAoQC7jG+3ZriBlmT0cqjAkiFprG8e3nd+NkfSsev3UO8jOS4z0kACT0fcbu0noUZqcgT8pU\nAYCR2Slwu1jnhd7IislN75jQNwYUJHtdyDFW/Z1aLzRJQu9UONQcUpGVqn9WwJZHLy9iyraPfTFW\n4GTdyKIvJhI5Wo9E4VbRlp9OQjZbR1xjF3a78AsUh3ROgugof3i7BG8fqsKPvzgVc8fE7rnV15DQ\n9xG7T9RH2TaAXsBTkJXcoWpVGdGTJTctqWMRfSCMjGQvMpL1rBenhmIRoU+Oyp4BgBYjdRFo27qx\nCLok+vIEIM6Xxb01HG3dhCThtVs1YcW60Krf1zYJaFa7R/xUbT/Fwq48sRBEZ9hysBK/31yCpXML\nceuCMfEejgUS+j6g6kwAJxsCjkIP6PZNZyN6UdCUneZFZmpHrBsFGSlepBttA5z8/NaQChcDstK8\njouxgbBmTipR1o0SHXkD1gpa+bgQaTm90nqdQ7Ru+utWMZd9fMVmzYjPUWzRfySitwo+efREVzhS\n1Yh71+3G9JEZ+Pl10/ukI2VnIKHvA3YbTbhiCX1BZgpOtdFHxgkh1EOSvchK0aPs+tbYLYibggrS\nfG6kGxG9kwcfCOtVpaleD0KKFrVgG1RUpPk8cLtYlHUTUjSkJ3nM3wVOGTFAJHIOysfU6AlCvibi\ntwuBj23dhNvx5FXNOeInj57oLA0tYdy1phjJXjeKbvObVdn9CRL6PmB3aT08LhazYGJ4ZjKqm4KO\nmTCxEDZLepKnQ9ZNa1hFis+NFOOP0CmrJqhoSPK4kJakn2O3b0KqBp/HhWSPy2K5ALqgOgl9SNXM\nvjNhh+hc/s5yZC6eGJwmCtOjV7jDOdYIPmSL4O2pmYotoncq0CKIWCiqhm+s3Yny+lb86dY5ZrJD\nf4OEvg/YU1aPySOGxJzph2UkQ9U4ahwaicWiKaAg1eeG28WQ7HXB53a1KfSBsF6Vagq9gzUTDGtI\n8rjNHtktweioPcnjQrLX7bjxh5gg7FF6mjEByAu2iumNS9G2g+hbo3znrBvZV4+ybmyv7T/t96CI\nnugMv9x4CO+V1ODn102Hf2z/WXy1Q0Lfy2gax97SBswqdLZtAGC4kYJ1qp3qVpmmoGJG0IwxpCd7\nHO0YQUtIRYrXjWSf/k/uHNGrSPa6zMnAvuAaVPSIPskhog+pGtKT9ScLu3WTakwcVhsm+nfFIU3S\nMaK359E7nBMV/dvup3K7lQPLa4Joj3/sKDMrX2+ZNzrew2kTEvpe5rPqJjQGlZj+PKBbNwA65dM3\nBhXTbweAVJ/bMTde0Gp0dYwl4voxPaJP8ujn2HvJhBQNPrce0duvDykahhgTj8WiUTWkGf1tRE48\n59wyAZgLo07ZM1r0hBAd0cuZOVYBD7UT0UeeAKKtJIKIxe7Sevzg5X04b3wu/uuL8a98bQ8S+l5G\nLMSeM7p9oW+vX41MU0AxhRXQvfq2IvpAWEWKz2XaR47WjaIiyesyPXV7Zk1Q0fT3vW7niN5xMTZi\n6diLl8xI38Gvt6dQyve1tz5QbFaR9Rxblo0W4x6UdUN0kMozAax6thjDMpLwxy/PMfc46M/0/xF2\ngY0bN2LSpEmYMGECVq9eHfX+M888g6FDh2L27NmYPXs2nnjiiV4by+7SegxJ8mB8XnrMc3JSffC6\nWZs7ONlpskX0aUkeS4sCO61h3brxul3wulmbi7FJXkPoHXx4n9uNJI8rhkfvLPSiY2XIFomLtYCw\n1GFSPHEotgwb+b6y765qPIa9Y7NqzAjenk7pHPEThBOBsIpVz+1AU1DBX273x63tcGdJuDbFqqri\nnnvuwaZNm1BYWIh58+ZhyZIlmDrV+nh1yy234NFHH+318ewpq8fMUZlRG3LIuFwM+UOSUdXJiH5o\nemTPyVSf29zlyQ7n3BR6AEj2umMKfYrXbfZyt7fsFRF/stdlifYVVYPGgSHJVkEH9Ig8xebRC/FN\n9Xosr8Oqfm5rWHXcXCTsaPFo1snAlk1j9/rtAq/YI3qqjCViwDnHj17ejz2l9fjTrXMxeXhGvIfU\nYRIuot+2bRsmTJiA8ePHw+fzYdmyZdiwYUNcxhIIqzhU0dimPy/IG5KEmhjb7jlhj+jTkzxoiWHd\nBBUNnAPJhuCmOHjsYrzJhjWjX2fdNCSs8ohHr8hVrtwcA2CL6DX9KcHjYlERuZgA5P40ZkTvILz2\noidxrzYXY2158/YsnLAtoqfKWCIWT75/DP/YWYZvX3Y2rpzet3u+dpeEE/ry8nKMGjXKfF1YWIjy\n8ugNuP/xj39g5syZWLp0qWWzcJmioiL4/X74/X5UV1d3eiz7yxugaByzR2W3e25ems9sa9ARGgNh\nU1gBw7qJIfRC1IWIpvjcMTx6sRgb7dGLyDrJ64LX7XKshHVKowyr+gKu1+2KyoSxZ+OIiF4/xyrM\n8nWysKsat/jqUT1tbBF7VOGUysE5J+uGaJOth6vxi9cP4qrpw/HNSyfEezidJuGE3mkDD3s58jXX\nXIPjx49j7969uOyyy7BixQrHe61atQrFxcUoLi7G0KFDOz0WsRA7a1T7O8vkpvscN+R2gnOOpqBi\nWiUAkOZzo9lBvIFIKmWqFNHHSq9M8kiLsQ4tCXxuF3wel0WAg6p+r3Rj0dXe6kCsC9j70ESEPmKz\niMkobFssBeSqV2v6pj3CB+TF1bbz6sMah6ztTnvUEoObI1VNuOfvO3H2sCH49U2z2rRh+ysJJ/SF\nhYWWCL2srAwFBQWWc3Jzc5GUpHeRvPvuu7Fjx45eGcuu0nqMzEpB/pD2W5XmpifhdHOwQztNtYZV\naByOEb3T9aJvTbLFo4+2KILhSFYN4NyzJsnw8C3euSGOSR43vG5me0+D18Pg87gdFmOt6ZiKxiXr\nJnJusrE4bM+oEeeFnSJ6e+uDGD1tFJvHTxE9IVPXHMKda7YjyePCEyv85lPrQCPhhH7evHkoKSnB\nsWPHEAqFsG7dOixZssRyTkVFhfn7q6++iilTpvTKWHZ9XtdmWqVMbpoPYZXHXFCVEdv22bNuFI07\n7nkqbJrIYqwLAcemZarVunFoSJbk1qtwndIefR79PXsLBK/bBZ+bmWmUkcXY6Og92SHKF1k7sjib\ne8JGRfQcmhSlR/fHic6nl8WdPHpCEFI0fPWvO1DREEDR7X4UZqfGe0hdZmBOT23g8Xjw6KOP4oor\nroCqqli5ciWmTZuGH//4x/D7/ViyZAn+8Ic/4NVXX4XH40FOTg6eeeaZHh/HqQa9Y+Vdo9v35wGY\nfepPNwXN3jWxEJOBJaIXbQuMwigZ06OXrBundgtmnryDdSOLuddjjdrFe17D1rGnV3rdLngluycq\nvVI6nmJG71Imjn1C0DhSvbpVZV+M1SP06Ag/dqGU1eOnrBsCEBk2+7DtWC0eXjYbczr433F/JeGE\nHgAWL16MxYsXW4797Gc/M39/6KGH8NBDD/XqGHaeqAMAzBnTsT+Q3HQ9H/d0cwjj21kOEA3Nhtgi\nekDvSpljy+1tdVqMtXn0nHNzMdbXhkef5HHB53Y77vzk8zgJPYfXzfQFXJvQm5WxUvSe5HGDMat1\n4zghGGsSisZNz97ndhnC7VB4JVk38uKronGoFiuIhJ4AirYexfodZfjWwom4dvbIeA+n2yScddNf\n2Pl5HZI8Lkwd0bFc29y0SETfHqZ1kxSJ/E2hdyiaanXy6G3WjZlVY9gvgHOveBHRy43LgopN6I33\nNMMW8bpFpo51gTU1qmCKw+Nm8Lpclh2gnDz6ZG9E/IVoJ3tdCNsKqJzaD4dVbjmukHVDSLz5ySms\n3ngIV88cgf9YODHew+kRSOh7iZ0n6jBjZGaHNwbOMyL6jnSwbArqXSrti7GAc5/5VgfrxqlhGaAL\nPWPMqH51iuj1xdiwqpkLvxHrxha5a5Kl42ZRW/+l2HrgKJoGr8sFj5tZNggxs3Yk8ZcraIWwJ3vd\nULVIH32PizlW2Mq+vGLz6KnVzeBmf3kD/mPdbswszMJvBmiGjRMk9L1AUFGxv/xMh20bAGYpdUdS\nLCObjsgFU7rwOTU2C3QgvVKcIyJlu9DbF1w5j953VTwN2Bdd7SmZIbt1I2XGeNwMHlckFTOk6B6/\nx+WyiL+Zby8Je4rPjbDKpQjfbUmvFE8qiqaZ3Svl8evnkdIPVqrOBHD3s8XISvXiL7fN7ZcbiHQV\nEvpeYG9ZA0Kq1qkFHK/bhexUL043d8C6CUYvxorMFKeIviXk7NHLqZiiOEosxCZ53baIXjXf99o2\nEjEnAbfbYt2E7ZG+rSlZdMGUZto88s5P+vW6+At/PVlaoBUTRbLHrfe+kawc4cmHVW728NHvA8fs\nIvLoByetIRV3P1uMhtYwnljhR35G+ynRA4luCT1j7NuMsU8YY/sZY2sZY8mMsXGMsY8ZYyWMsecZ\nYwOj608P8sGRGjAGnDc+t1PX5aYnoaYTHn2arXsl4Lzpd2s42qPn3NpHxrRmLBG9s0cvImNzD1fj\nPl4Ps1TAhs3jRmWs7QnAnk2jaBweFzOsm8gCrVeqrBXnWq0bzfheLiMLR7y2Rvii/bI8aQHWDcop\nj37woWkc312/G3vLG/DwsnMwraD9AseBRpeFnjE2EsC3APg559MBuAEsA/BLAL/jnE8EUAfgzp4Y\n6EDiX0dOY3pBprlpd0fJTvWirjn2LlGCpqCi2ySS/y+iY6eK10BIBWNStO4gcHbxi+3RRyL6UFRE\nb82jNycAl+Gx246n2gqm9OIq3aYxrRuVw2P69pGMGnkhV9U4GNMnIbtnr983EuED0tOL2dMn8t1I\n6Acfv910GK/vO4UfXDUZi6YOi/dweoXuWjceACmMMQ+AVAAVAC4F8KLx/hoA13XzMwYULSEFu0rr\ncP6EzkXzAJCV6kNdSwc8elv7A0BejI0WetG5UrSCEAIoL8gGbNaNz+O29rqRIvqkGBG9z5gERAdJ\nIbD2SF9E63JfG2GveF26TRPpLqnB52G6+GuaWaglvoOqiuv0CUJeaBXCLr6nvT7Abt34SOgHHc9v\nP4FH3zmCZfNG4e4vjI/3cHqNLgs957wcwK8BnIAu8A0AdgCo55wL/6AMwMBPQu0EHx+rRVjluOCs\nvE5fm53qRX1LByL6gGLx5wFdtFxMn2jsyC2KAWehF2KXHMO6CZoLrm54PfqEIS+YApGI3r6RSMR3\nd+51E5LsFY/bBbeULRNWNXiMJwJFjeTMi3GKxViPW7d8wpoWsXIMqyZgPq1Yv3e08LvJox9EbD1c\njR++vB9fmJiH/75uelRPrESiO9ZNNoBrAYwDUAAgDcBVDqc6/pfDGFvFGCtmjBV3pTNkf2XzgUqk\n+tyYP67zGwVndzCit7coBvTGbak+j7nwKtMa0iwZBJFI19maET8t1k04EvX63NZFVIt/L1XNhmxC\nb7Yptu0wJVezetx2n59bjik2j14sxnpceraOnBcvvrN4MjGtG0nY5fGTdTN4OHDyDL7+t52YmJ8+\nYHaJ6g7d+XaXATjGOa/mnIcBvATgfABZhpUDAIUATjpdzDkv4pz7Oef+rnSG7I9oGsemA5W4eNLQ\nLqVmZaX6EFQ0xxbCMk4RPaALp1NEHwirpqgCcNw3NpJ1Y0T0XndUzxr9fT26BqJ3fBILtfYNRvT0\nykgevYj45YrXsOTne9zMEv373C543LpvH2mfEEmVFNk6bsPbVzWrsAdsTyuRBm3RVg7tGZv4nGoI\nYOUz25Ge5MHTX5mHIcmdW0sbiHRH6E8AWMAYS2X6M89CAAcAvANgqXHOCgDx2fUjDuwqrUdVYxCX\nT+3apgRZxuJte1F9Y1CxVMUK9A6WMTx6X8esGyF+0RG9ZM/EWIyNitxtEb19m7/IYiw3I3U9j14+\nV0T0um8vJgBLRK9yuA1vX9UimTlJtoje3mc/8jrytEIBfWLTGAjjK89sR2MgjKfumIcRmSnxHlKf\n0B2P/mPoi647Aewz7lUE4PsAvsMYOwIgF8CTPTDOAcEru8rh87hwyeT8Ll2f3UGhbwqGoxZjAV38\nnCL6lpDibN04CLk4z+dxWVsgqBq8bgaXizmmVzKmV6JampcZ70fE27ZIaxRHKZKv7nFH/HhxD71g\nilk6VYqqWsWwbrxG1K9Ik4b9ySWSXimeQGxZN1KBFZF4hFUN9/x9Fw5XNuKPt87F1IKBsxVgd+lW\nUzPO+U8A/MR2+CiA+d2570CkNaTild3lWDx9eLvdJ2ORlaqXHLS3IBvLuklLcjt79GENWdKY7IuS\nQAfSK8OaKfAiopcrXX1uvXWCY3ql29rx0nwCMGyasBopcvIZk0KkrXAkjz7klEev6f3kzYpaTZMW\nbK0TWkeycMijT0w45/jxhv3YergaD90wA/92dmLYxR0lsVcg+pBXdpejMaBg2fzRXb5HdgeEXuwu\nZV+MBXQrxGmXqUCoI1k39sVYt7UVsaqaAu+1R/SKdRIIOXn0brmFgQaPS3868LqsRU4eSfzFPURl\nrSJ5+cKjF9aNuRirRrpRJkdl2dgjemt6ZZLHRVk3Ccof3/0Ma7eV4usXn4Xl3fhvdKCSkEK/ceNG\nTJo0CRMmTMDq1auj3g8Gg7jlllswYcIEnHvuuTh+/Hi3Pi+oqHj07SOYPSoL53Yh20bQEesmqOhR\nbcyIPkZlrNWjj94T1i6GSTbrJqxwUxijInpFi7znjlg0ZnqlkUevcb3yVGTS6O9ZK15Fho2iaWb3\nS4+0QCsi/UhlbGQx1mM0PlNsKZhBW0Rvf3qR00M51xfVicRhw+5y/OrNT7FkVgG+d/mkeA8nLiSc\n0KuqinvuuQdvvPEGDhw4gLVr1+LAgQOWc5588klkZ2fjyJEj+Pa3v43vf//73frM3246jPL6Vnzv\n8kndysWNWDexhd6pF70gxRsjvTKs2jz66CraoKL77CKjJqqpmapFRfRBJVrove5I0ZI9vRKIZNiI\n16b3LnW6FMfMPvNStay96lUx0inFOoCYSIBIVo85iUVVwtrSK42JQO3Ado7EwODjo6fxn+v3Yv7Y\nHPzqppkJ042ysySc0G/btg0TJkzA+PHj4fP5sGzZMmzYYE382bBhg7kh+NKlS7Fly5YO7dVq5+Oj\np/HTVz/Bn/95FMvnj8KFEztfJCXj87iQ5nOjrg3rpslhdylBWpLbsR99IGRNr4xl3SR7ItWzSYYF\nI7ciNu0Zd8Q20X9KQm8WU2kW68ZMybQJvdd4AjCzblzROfMel2hqFjkm96MPqxrcpuUT2QPWnlWT\nbIvgnQqmAOp3kygcOnUGdz1bjMKcFBTdPtf89x2MJJzQl5eXY9SoUebrwsJClJeXxzzH4/EgMzMT\np0+fjrpXUVER/H4//H4/nIq6fr+5BGs+PI7l80fjZ9dO75Hxt9cGobENoY9ZMBVWTdsCiAiepWAq\nrJoRLaBPOpxHxDyoaGaWis/298aKAAAgAElEQVQmmCFJuH1StG9PrwT0LBrF8N3195g1j94dsWns\n1ytqZKFVVAIrRlWt1/Do5awbu3WTZM/CiWHlkE8/8Cmvb8WKp7Yh1efGsyvnm0/Lg5WE20rQKTK3\n2ykdOQcAVq1ahVWrVgEA/H5/1PsP3TADWaneHv0jymqnDUKj2HTEwbpJ8+lFTnLEHDaqTkXOOhBJ\nYQxILQ4CYc0UOsDa6VEssEbsmUjUDkQvxor3IimTzByPYlg6HpfLHIsi5b5Hes9zWNIwjQVaRT7P\nrfe/MfvYm1sJWoW+rZYHgFQjYLwvby1IDDzqmkO4/cmP0RJSsf7fzxvQm3r3FAkX0RcWFqK0tNR8\nXVZWhoKCgpjnKIqChoYG5OR0fhF1bF5aj0cK7bVBENZNhkM1X4q0QbjA3qJYkOxxR6VXyo+2ItqN\nZNaoZjOz6IieWxZjAV3orYVUkWrasHS+2GREsUwK0VG+10i5tJxnZNmIFEyRXhlpU2x9ckmyV8bG\naHJGufQDl9aQijvXbEdpbSv+crsfk4cPnlz5tkg4oZ83bx5KSkpw7NgxhEIhrFu3DkuWLLGcs2TJ\nEqxZswYA8OKLL+LSSy/tNw2N2ovonTYdEYgOlnLRVMC26YggyeuO6nUj2zuyBQNEL7gCcmWsap4v\np17ad5gCYKZSeoxFMbHzlMijF9G7osnVspE2xeIz9Uwcl3menl7pMvrsO6dXJpuefezulQAtxg5U\nFFXDN9fuwq7Sevx+2Wws6OR+EIlMwlk3Ho8Hjz76KK644gqoqoqVK1di2rRp+PGPfwy/348lS5bg\nzjvvxG233YYJEyYgJycH69ati/ewTdqN6IXQO+bRtxXRW+f0ZK81fTKoaI4RfVDy4bNsUbucRy+s\nIbugA5EdpvTj3DnrRhZwlxB/6/UhaTHWa4v8xWQARG+LaPfoY76mxdgBC+cc/2/Dfmw+WIkHlkzD\n4hkj4j2kfkXCCT0ALF68GIsXL7Yc+9nPfmb+npycjPXr1/f1sDpEdqoXDa1hqJrev8VOW4uxaYbY\ntgSjhd4e0Sd73TaPXnX06J2Kolwusa9rpDDKKfUybLRGcBvn6+fqkb7YvMTjjs6jj2wgYrV+5DRM\nuZ2x3L1SfBcgUlQV7dE759Gb1g159AOO320uwdptpbjnkrOw4vyx8R5OvyPhrJuBTlaqD5zrzZec\naAoq8LqZRZQFIqKXUyxFJ8xkn13oXVHWTZKjdaNfL1s3QMRyEe8JD94n9aoPqXoPGsaYZVeqsKrB\nK6wbkUppy6MPW6J3l8OibWQzElXjRkRvF3bRj94q5PZNVuwePUX0A4u/fvQ5/rClBDf7CwdtQVR7\nkND3MyIdLGMIvdHnxmlNIdXBo48Z0XvclnbIsRZjnTx6AJYulXpGjpF66Y48CYgWw/rxSLSsGBMA\ngGg/3sVM7z1kW3iVF2298mYkxsQhInq7XRWMsnLsLRGERx8pwiIGBhv3n8KPN+zHpZPz8YvrZ/Sb\ntbb+Bgl9P0P0u4nl0zcFFcum4DJpDh59IIbQp/is1k0wbF2MjbJu1OiIXix6yraOnHoZNnZ+0o9L\n2TjScVHxaqmiFRaM8T18Uh6+iM5FOqViSa8U1o1mLs7K10R79s6Lsxotxg4IPj56Gt9atwszC7Pw\n6JfOMZ/oiGjo/5l+hojoY7VBaAyEY26UYKZXyh59yLrJhyDJE511I0f09oZfQUnMAUR1qRSWjc9m\n0dgngJBh00Ty7p1tGiASmYsoX/8+auQ8EeVr+mKs1xWxbjxuZq5xRHn0sawbL3n0A4X95Q24a00x\nRmWn4Kk75lnqRIhoSOj7GSKir212tm7OBKI3BheIxdjmjlg3tqyb6MVYqyi259E7pVeGlIhFI1fG\nhhVuiegVyaMXefRA5MlEFHjJ30e0SlDE4q7LKuyiBbL+HWItxtqsGzd59AOBI1VNuP2pbchI8eKv\nd52LnLTBXfXaEUjo+xnZaW03NmsKKBgSw7pJTepEwZTXXjBlr4yNROacc7PnvMDrZtaMHIfOlpYe\nOHJ6paZZPHq5WZnX5Yry2n1u6Zjx3dyuSL69nqHkslg3bnfEugnarBunxVjGYC4YU8FU/6W8vhW3\nP/kxXAx47s75g2aHqO5CQt/PyEj2wO1iMT36xhi7SwERQXQsmHLKupG6UwZsHS59UkSvaBycI2ZE\nL+fF+ywRfSQbR/yU93gV51v60bujbRr5WEtIhdfN9EwekW9v7H7lka0bacKwZ9XYX4cU3dN3Gwt5\nFNH3T2qagrjtiY/RGFSwZuV8jB+aHu8hDRhI6PsZjDFkp3pjWjdNASWmR88YQ4rPbdk3ttVWFSqQ\nWyBwzo30SinrRrI15M2/BaKASTN6y0S6V1ojert1E7I1NYv0mZfy6G0evdfYuAQwbBk5Y0eV2hRL\n9o7XsjirmmNzMb2S1/odNUuuPwl9/+NMIIwVT23DyYZWPHXHPEwryIz3kAYUJPT9kOxUn6N1wzlH\nY8B5dylBms8TlV7pkxY4BcK6ESKvH5OsGym9Ut6YQyDSK0O2ScCM6I1MmmhLh5uVrADMKlj79oJA\nxILy2kRcCLIotjI3J5E8eo8twjfv7Yr02TdbHhjXu0no+yWBsIq71hTj01ONePzWuZg3tuub+wxW\nSOj7IdmpPtQ2Rwt9UNFtlFjWDaD79PJ2gq0ha/thQYrPDc1oQ2wvMAKsvW5CSnREL/rVm0LvYN04\nRfSiClbudikKptzG9oL2widLJk4oEtF7Xcz0271u+TrN3JVKvAZ0X9/tYlHWjXjPY9pLJPT9hbCq\n4et/24ntx2vxu1tm45JJ+fEe0oCEhL4fkp3m3NjsjFEtG2sxFtAj+lZbHr094waIiFxrWDWF0JpH\nHxF6ewQMiA1DoicB62JsRNCFiJr59SIql3rIi2Mij148mYiCKQBoMaJ1cVzUAnik/PugolpaIois\nGvmY/fvokwBl3fQnNI3je+v34O1DVfj5ddNxzayC9i8iHCGh74fkpPlQ62DdiBbFsTx6AIZHb7Vu\n7AuxgFQ8FFZNIUyWInrG9J4zsj0jR8Aij95u61jbEUutEaSOl4qt142ogo1475GFV3Gt14zoFUsv\ne3PBVkqvbA2p8BitF9wuBo0DjOk9etzuiNDL30dejKWIPv5wzvHT//0EG3afxH1XTsKXzx0T7yEN\naEjo+yFZhkdv3yClMRB7v1hBms9tTa8MOUf0cqphJKK3FVW5XQgqqrNHb0wCcuMxQI+MGYv0o4/O\nozdE3ex1I1WzSpG6fiwSrdsXWgFh3UQXVQWUyBOD23xKiKwJCOQFWHmioIg+vnDOsXrjITz74ef4\n6kXj8bV/OyveQxrwkND3Q3JSfQir3GxJLGirF70gNckTVTBlF3BA2pRDUaW2vtY/hySvq22P3uE9\nxlgk2lc1M3J3uxhcDKbVYo/eRUokEBFleTE2EtFbI38xSXmkXHtVkwuyrIIvC7uI+M3r3ST0/YGH\nt5Tgz/88itsWjMH9V02m/jU9QEIJfW1tLRYtWoSJEydi0aJFqKurczzP7XZj9uzZmD17dtSmJP0B\ns7GZLcVSdLRsy7pJ87k75NHLm3I4LcaK106ZNfp7rpj+vc9IvZRbIAC6uLcEhe8uIuyIH++1RfRm\nuwO5iCqkWK6N9MiJLKaKa+T7Rwm+O1r4xXtUMBU//vTPz/D7zSW4aW4hHlgyjUS+h0gooV+9ejUW\nLlyIkpISLFy4EKtXr3Y8LyUlBbt378bu3bvx6quv9vEo20eUdNuLps50wLpJ9XksHn0grLXp0QfC\nmtT0y/rn4PO4YqZXJnncFqG3+Pdi1yiFRwl9sxSli3MBUQhl9flbw2pUJo5s3cjC7nFFfHz5PXGd\n220X+MiThvhJefTx5ekPjmH1G4ewZFYBVt84Ey6H/RiIrpFQQr9hwwasWLECALBixQq88sorcR5R\n1xD70NoXZJs6JPS6Ry/8/dZYEb03YpnY2/gKkjx6PxxH68Zr9e/lpwGRYx9WNXg9UpTtZpamZEBE\ncANSNk3EponkzIsJQ+NyFG4Vdnmjlmirxirs9onA43bBZUSPn1U3oaYpGPX/GdF7rN12Ag/87wFc\nMW0YfnPzLMdNd4iuk1BCX1lZiREj9C3ERowYgaqqKsfzAoEA/H4/FixY0OZkUFRUBL/fD7/fj+rq\n6l4ZsxM5MfrdtLW7lCAtyWPp5d4aiuXRS9ZNjIhe5Mo72TNJHr29cGtYiXrP62Fm62Gv3box1g/k\n6lbAiOhtC6YtITUqPVP/3Rr5i2u8Lutn6cejLRr5pzwhiM947J3P8MiWkqj/z4je4eVdZfjhy/tw\nyaSheGT5HMvfDNEzDLjenpdddhlOnToVdfzBBx/s8D1OnDiBgoICHD16FJdeeilmzJiBs86KXtlf\ntWoVVq1aBQDw+/1dH3QnyYnRwbIpGEaK191m320RvbcEVaMVsWpuqSdjCr2ixfTofR4XgmHn9Epx\nrph8YqVeRnn0Uv8acS5gffLwSlk3kSjf+mSg38MW0VuE3x6xWyN7j83Dd7usTwTU27xveG1vBb77\nwh6cNz4Xj9861xIwED3HgBP6zZs3x3xv2LBhqKiowIgRI1BRUYH8fOcquoICvfBi/PjxuPjii7Fr\n1y5HoY8XQ5I9cLHoiL6+JWwu1MYiTXSwDKvIht6yuE3rJiTl0UdZN260hJRIewK3NaIHnIVe9MEJ\n2yJ6n8dlyY0HpFTKkGouMst59MKmstg0ZnaOVfytr61Cbv88ty2il5uiydcRvcemA5W4d90uzB2T\njSdW+B2fPImeIaGmzyVLlmDNmjUAgDVr1uDaa6+NOqeurg7BoO6/1tTU4IMPPsDUqVP7dJzt4XIx\nxzYI9a1hZKa0LfSp5gbhChRVz5F32pEqEtFHKmPtrRJ8hnXjtEuVOFdU61q2IfS4EAir0Dhs1g2z\nVLsCkk0TVk2hltsUmwu0Hut99HtYJxf5tV3I7QLvdUdbOE4eP9E7bD1cjXv+thPTCjJo45A+oFtC\nzxjLYoy9yBg7xBg7yBg7jzGWwxjbxBgrMX5m99Rg2+P+++/Hpk2bMHHiRGzatAn3338/AKC4uBh3\n3XUXAODgwYPw+/2YNWsWLrnkEtx///39TugBPcXS3gahoRMRfXNINTNcnDx9i0cfjq6MBcRirGTt\nOHS3NCN6r1V0ReaPz2ONxFtsi7FiZ6qWUPRiLBARaDla93ms0bm4xu14TmyrRv4pNzWTryN6nq2H\nq3H3s8U4Kz8da1bObzNdmOgZujuNPgxgI+d8KWPMByAVwA8BbOGcr2aM3Q/gfgDf7+bndIjc3Fxs\n2bIl6rjf78cTTzwBADj//POxb9++vhhOt8hJi47o61pCOKudHtwp3khE39xGgZVoWxwI6166i1l9\ncCCSK+8Y0RvXn2nVJyOfzaIRY7d46x6XpQgKiAiwXEUrC3jEcoleaLUvvnptwq/f3xrBRyJ62wTg\ntvbBIeumdxAiP35oOv5217lmhhnRu3Q5bGGMZQC4CMCTAMA5D3HO6wFcC2CNcdoaANd1d5CDkexU\nX1QefX1rGNlpHfToQ6op9E7WjagkFRF9stcdVZwiet0EwtETgSn0MSL6JoeI3ueUXukgzrKAO0Xv\nTpk4PntEb8ubt7diiI7o7YuxJPQ9zXslVpGnLQD7ju48n44HUA3gacbYLsbYE4yxNADDOOcVAGD8\ndFwRZYytYowVM8aK+zJ1caCQm+5DTVNE6DnnaGgJIzOl7f84UqV9Y9trmaD3pNcQUJxTMPWiKNWs\nrpUnAmHjiGrdqMKooDWNUvwuMnhEJC1fZ0bfUu69vc+9/r5DlO9hbadX2iJ6ezaOW2pqJl9H9Azv\nlVTjrjUk8vGiO0LvATAHwOOc83MANEO3aToE57yIc+7nnPuHDh3ajWEkJkPTk1DbHDSrNFtCKkKq\n1vGsm5Bq7jTlFNEDhtAbi7FJDmltwrpx6pcjWzduqXJVvCc+2y70AruHLr8vZ7/4bIItH7Nn2biM\nfjqANBm4rJF87JYILkslptvVnf80CBkh8uPy0kjk40R3/prLAJRxzj82Xr8IXfgrGWMjAMD46Vy1\nRLTJ0IxkaBw4bVRo1hteeFZ7WTeGR98cjET0QvztJHv17JiWkIJUhzYJsnVjF3qflF5pnyS8bmsP\nGvm4/NmAVcCF/SOfJz6nrYVWQJ4QrJOA3bpxam5mH4d9DETXeb+kxhT5v9+9gEQ+TnRZ6DnnpwCU\nMsYmGYcWAjgA4FUAK4xjKwBs6NYIByn5Q5IAAFWNhtAbfn17i1eir01rSO2QdRMMa2gKqo7nJHnc\nUDSOpmDYsWoW0NMr7UUu8mt5grDm4bujzhXH5K6SQsAZY1EbjTstvoJZX0cLutWyEW0P7OmUlF7Z\nfd4vqcGda7aTyPcDupt1800AfzMybo4C+Ar0yeMFxtidAE4AuKmbnzEoEUJfeSaA6SMzzVTL9qwb\nn0ffSLu5ncVYQI+qW8P6eU7niCeBuuawYzEVAJxpVZCRYr1WFvSUGELvGNHbNgJRpU3HASHK3NHi\nEaIvevxE2iM7L8LaBd9rs2rsr4nOQSLfv+iW0HPOdwNw6g2wsDv3JYD8jGQAkYi+2viZl57U7rWp\nSXpFa7sRvdEioTmoICctNep9If41TcGo/1DlrQjzhljfswi9rxMRvfTU4HPr6wNOJfFOdo4QdrFX\nS6zF2Og+9ca93BTR9xT/PFyNVc+SXdOfoLClnzLUEPSqM7rAVzUGAAD5Ge0LfZrPg8aAnkfvdjHH\nhVZAF3K9sEpxnAxkoY+K6CVRFusC5nuydSNvOC5l04jrUxyKsPT3jYlAmhxE82D7toXyscg5zh59\nlPDH8OgpvbJrbDpQibvXFOOsoekk8v0IEvp+is/jQnaq1xT4qjNBJHtdbW4MLhDFVvWtYWSnemNu\n3pCR4sWZ1jCag6rjgm26cexMQIkSevl1qu1aa0TvnHUjJgA54pfXAcR1lojeHq07ZOxowrqJWTBl\nvdZu5Qjsr4n2eW1vBb721x2YWpCBtSTy/QpqMNGPGZaRjEozog8if0hyh3bcEUKf6nO3uXibkezB\nmdYwmmJ49HL/EfvmJamS0KfZ+pQ4LbAC8sJqRHiTPc4RfaSTZeReQsTF/b2WdEjh0cNyXawWCOJz\nxWt7nx/74jPRNi/tLMP31u/B3DHZeOqOedTWoJ9Bf839mMLsFJTVtQDQrRuxQNseuYbQ17WEzJbH\nTmSmeHG6OYSQoiHdoamUbOfYNzvxuF2mGNtTM2N59KnG/bxulzlhuWIsxoonBvmYsGWcIno7kTx6\n54IpIewi68Zub9lbNhOx+fvHJ/Dd9Xtw3lm51Lumn0JC348ZlZOKE7Ut4JzrEX0H/HlAj+hPNwdR\n19x2E7QMKSffOesmcizD4T/edEP87demJ8l2jDvquBZjqz4nb19+OjAzahy2ErRj9+jtvn57wm6P\n8Alnnv7gGH748j5cfPZQPLmCulD2V+ivuR8zJicVLSEV1Y1BlNW2YlROdGaMEznpPgTCGk7Wt7bp\nk8rineFQiCX79vYUSiAS8dsjevleyZKgpifpx5UYQi9PCsKhkp8IxGWmrdOGjy6ifmYk1gsBinTN\njNhIQLTw+9p4WiB0Hn/3M3P7vz/fRv3k+zM0/fZjxuSmAQA+PHoaIVXDOON1e+Qa4t4YVNr06OXe\n9nnp0efJ3rvT47gQentEL08gsr0Sq0JXIIutaP3glA0kjrUV0QthDxsVumIyEmMVE4Bp3dgLwiii\njwnnHL/fXIKHt5RgyawC/ObmWbT9Xz8nof511q9fj2nTpsHlcqG4uDjmeRs3bsSkSZMwYcIErF69\nug9H2Dkm5OstiV/fVwEAGJvXMaGXc+1HZCbHPE+2dZzy8+VIPcNhQ3IRFdvF2Cn6l8+LlaMuTzxK\nW0KfbI3OnRBrCiJitxdoqZpmGYs9gieP3hnOOVa/cQgPbynBTXML8btbZpPIDwAS6l9o+vTpeOml\nl3DRRRfFPEdVVdxzzz144403cODAAaxduxYHDhzow1F2nMLsFOSm+fDmJ5UAgEnDhnTounHShDA6\nN7bdM1qygoY6LPTKGT5OFpAQY/u1Tn4+EImm3TEyh+SnD5Fh09baQXYb6w9ighACHlb1+wlhF2MX\nQ7GbSbR3aTSqxvGDl/bhz1uP4rYFY/DLG2dSYdkAIaH+mqdMmYJJkya1ec62bdswYcIEjB8/Hj6f\nD8uWLcOGDf2zHQ9jDPPH5QAAzh6WjuwO5iXLAj6+jacAOdrPbefeo7KjJwxhtQy1PQ1kxhBgMSGI\nhmd25Ihe2EZO7YJFtJ7tYEuJpxTTojGUXFg4QuDFZ0X2w7V+TnvN4wYbQUXFN9fuxLrtpfjmpRPw\ns2unWTKmiP5NQgl9RygvL8eoUaPM14WFhSgvL3c8t6ioCH6/H36/H/Hqmf/VfzsLBZnJ+MalEzt8\njcftwh3nj8VlU/Itou903nWzC3DrgtExUxX/+7rpOHdcDgqzU6Le+9alEzE+Lw2zR2dZjg9NT8JF\nZw/Fz66dZjk+Pi8Nl0waise+NMdy/FdLZ2LSsCGW9NH7rpyEUTkpmDsmshPl6htmYHROqjmxuFwM\ns0Zl4buLzjbPefC6GVg4Od+cuJbNH4WsVC8WzxgBAFg6txCXTRmGm/3638A3Lp2AaQUZ+MJEvVX2\n/yydiXljs2P2BxqMNAcV3LWmGK/vO4X/unoKvnv5pA7VcxD9ByZS1uKJ3+/nbXnqMpdddhlOnToV\ndfzBBx80NwO/+OKL8etf/xp+f3QbnvXr1+PNN980txZ87rnnsG3bNjzyyCPtjbFN358YHAy2v4P6\nlhDueHo79pbV45c3zsRN/lHtX0T0GYyxHZxzp35jFgZc2LJ58+ZuXV9YWIjS0lLzdVlZGQoKCro7\nLIJIOCrPBHD7k9twrKYZj986F1dMGx7vIRFdZNBZN/PmzUNJSQmOHTuGUCiEdevWYcmSJfEeFkH0\nKz4/3Yylf/oXyupa8PRX5pHID3ASSuhffvllFBYW4sMPP8TVV1+NK664AgBw8uRJLF68GADg8Xjw\n6KOP4oorrsCUKVNw8803Y9q0aW3dliAGFQcrzmDpnz5EU0DB3+9egAsm5MV7SEQ3GXAefbzIy8vD\n2LFjo45XV1djsOx5S98VOH78OGpqauIwor5h+/Fa3PnMdqT6PHjuzvmY2MGUXiI+JKxHHy9i/cc9\nmBbn6LsmNhv3V+Bb63ajMCsFa1bO73DLDaL/Q0JPEASe/fA4fvLqJ5g9KgtPrphHveQTDBJ6ghjE\ncM7xqzc/xR/f/QyXTcnHI8vnRO09QAx8SOi7yapVq+I9hD6DvmtiEVY1fP8fe/HSznIsnz8K/33t\n9DZ7/BMDF1qMJYhBSFNQwdf/thNbD1fjO4vOxjcvnUDVrgMQWowlCMKR6sYgVj6zHQcqzuCXN87A\nLfNGx3tIRC9Dz2ndYKC0O+4Jxo4dixkzZmD27NmOrSUGMitXrkR+fj6mT59uHqutrcWiRYswceJE\nLFq0CHV1dXEcYc9xtLoJNz7+LxypasJfbp9LIj9IIKHvIgOp3XFP8c4772D37t0Jl3Z4xx13YOPG\njZZjq1evxsKFC1FSUoKFCxcmxET+8dHTuOHxf6EpqGDtqgW4dPKweA+J6CNI6LvIQGp3TLTNRRdd\nhJycHMuxDRs2YMWKFQCAFStW4JVXXonH0HqMl3eV4dYnP0ZOmg8vf/18zB6V1f5FRMJAQt9FOtPu\nOBFgjOHyyy/H3LlzUVRUFO/h9DqVlZUYMUJvbTxixAhUVVXFeURdg3OO3206jG8/vwf+MTl4+WsX\nmFtUEoMHWoztIk7ZSomctfDBBx+goKAAVVVVWLRoESZPntzmTl5E/AkqKr7/4l68svskls4txC+u\nn0E7Zw1S6F+9iwy2dsfiu+Xn5+P666/Htm3b4jyi3mXYsGGoqND36q2oqEB+fn6cR9Q56ppDuO2J\nbXhl90n85xWT8KulM0nkBzH0L99FBlO74+bmZjQ2Npq/v/XWW5YMlURkyZIlWLNmDQBgzZo15qY2\nA4FjNc24/o8fYHdZPR5Zfg7uuYRy5Ac7ZN10EbndsaqqWLlyZcK2O66srMT1118PAFAUBV/60pdw\n5ZVXxnlUPcfy5cvx7rvvoqamBoWFhXjggQdw//334+abb8aTTz6J0aNHY/369fEeZof4+OhpfPWv\nO+BiDGvvPhdzx+S0fxGR8HS7MpYx5gZQDKCcc/5Fxtg4AOsA5ADYCeA2znmorXtQZSxBdJ+1207g\n/72yH6NzU/H0HfNo0XUQ0NHK2J6wbu4FcFB6/UsAv+OcTwRQB+DOHvgMgiBioKgafrJhP37w0j5c\nMCEPL3+dMmsIK90SesZYIYCrATxhvGYALgXwonHKGgDXdeczCIKITX1LCCue3oY1H36Ouy4ch6fu\nmIfMFG+8h0X0M7rr0f8ewH0AxDY0uQDqOeeK8boMwMhufgZBEA4cqWrEXWuKcbI+gF8tnYmb/KPa\nv4gYlHQ5omeMfRFAFed8h3zY4VTHRQDG2CrGWDFjrLi6urqrwyCIQck7h6pw3WP/QlNQxdpV55LI\nE23SnYj+AgBLGGOLASQDyIAe4WcxxjxGVF8I4KTTxZzzIgBFgL4Y241xEMSggXOOoq1HsXrjIUwr\nyEDRbX4UZKXEe1hEP6fLET3n/Aec80LO+VgAywC8zTn/MoB3ACw1TlsBgBrAEEQPEAir+O4Le/DQ\nG4eweMYIrP/q+STyRIfojTz67wNYxxj7OYBdAJ7shc8giEFFaW0LvvrcDhw8dQbfXXQ2vkEbhRCd\noEeEnnP+LoB3jd+PApjfE/clCAJ499Mq3LtuNzjneOqOebhk0sBqx0DEH6qMJYh+iqZxPPbOEfx2\n82FMGjYEf75tLuXHE12ChJ4g+iFnAmF85/k92HywEtfNLsBDN8xEis8d72ERAxQSeoLoZ3x6qhH/\n/tcdKK1twU+vmYoV59nuSmwAAA/xSURBVI8lP57oFiT0BNGP+L+9J3Hfi3uRluTB2lULMG8sNSUj\nug8JPUH0A4KKiodeP4Rn/nUc/jHZ+OOX5yA/IznewyISBBJ6gogzJ0634Btrd2JvWQPuunAc7rty\nMm0SQvQoJPQEEUc27j+F/3xxDxiAotvm4vJpw+M9JCIBIaEniDgQUjQ89MZBPP3BccwqzMSjX5qD\nUTmp8R4WkaCQ0BNEH1Na24JvrN2FPaX1+MoFY/GDq6aQVUP0KiT0BNGHvPXJKXxv/R5wAH+6dQ6u\nnD4i3kMiBgEk9ATRBwTCKn7x+kE8++HnmDEyE499aQ5G55JVQ/QNJPQE0ct8eqoR31q7C59WNuLO\nC8fhvisnIclDVa5E30FCTxC9BOccz330OX7+2kFkJHuxZuV8/NvZQ+M9LGIQQkJPEL3A6aYg7ntx\nL7YcqsLFk4bi1zfNQl56UryHRQxSSOgJood5r6Qa33lhDxpawvjJNVNxB/WqIeIMCT1B9BCBsIrf\nbjqMoq1HMSE/HWu+Mh9TCzLiPSyCIKEniJ7gk5MN+M7ze/BpZSO+fO5o/NfVU6mtMNFvIKEniG6g\nqBr+9M/P8PvNJchJ8+HpO+bhksm0AxTRvyChJ4gu8ll1E777wh7sLq3HNbMK8N/XTkNWqi/ewyKI\nKEjoCaKTaBrHsx8ex+qNh5DsdeOR5efgmlkF8R4WQcSEhJ4gOkF5fSvue3EPPjhyGpdMGopf3jiT\n+sYT/R4SeoLoAJrGsXb7CTz0+iFwzvHQDTOwbN4oSpskBgQk9ATRDsdrmnH/S3vx0dFaXDAhF6tv\nmEkthYkBBQk9QcRA1TiefP8ofvPWYfjcLqy+YQZuoSieGICQ0BOEA5+easR9L+7BnrIGXDZlGH5+\n3XQMzyQvnhiYkNAThERI0fDHd4/gsXeOYEiyF39Yfg6umTmConhiQENCTxAG24/X4kcv78PhyiYs\nmVWAn1wzFbnUiIxIAEjoiUFPbXMIq984iBeKyzAyKwVP3O7HZVOHxXtYBNFjkNATgxbOOV7cUYZf\nvH4QZwIKvnrReNx72USk+ug/CyKxoL9oYlBSUtmIH72yH9uO1WLumGw8eP10TB5OnSaJxISEnhhU\ntIZUPPJ2CYq2HkV6sge/vHEGbpo7Ci4XLbYSiUuXhZ4xNgrAswCGA9AAFHHOH2aM5QB4HsBYAMcB\n3Mw5r+v+UAmi63DO8cb+U3jwtYMor2/F0rmF+MFVk2mxlRgUdCeiVwB8l3O+kzE2BMAOxtgmAHcA\n2MI5X80Yux/A/QC+3/2hEkTXOHTqDB549QA+PHoak4cPwbpVC7BgfG68h0UQfUaXhZ5zXgGgwvi9\nkTF2EMBIANcCuNg4bQ2Ad0FCT8SB+pYQfrfpMJ776HNkpHjx39dNx/J5o+Bxu+I9NILoU3rEo2eM\njQVwDoCPAQwzJgFwzisYY467MDDGVgFYBQCjR4/uiWEQBAC9dcHabSfwm7c+RUNrGF8+dwy+s+hs\nZKdRr3hicNJtoWeMpQP4B4D/4Jyf6WgFIee8CEARAPj9ft7dcRAEAPzrSA1+/tpBHKg4g3PH5eCn\nS6ZhygjKpiEGN90SesaYF7rI/41z/pJxuJIxNsKI5kcAqOruIAmiPUoqG/HQG4fw9qEqjMxKwaNf\nOgdXz6DWBQQBdC/rhgF4EsBBzvlvpbdeBbACwGrj54ZujZAg2qDqTAC/23wYz28vRVqSB/dfNRl3\nnD8WyV7amJsgBN2J6C8AcBuAfYyx3caxH0IX+BcYY3cCOAHgpu4NkSCiaQ4q+Mt7R1G09ShCiobb\nzxuLby2ciBzy4Qkiiu5k3bwPINZz8cKu3pcg2iKsanhxRxl+u+kwqhuDWDxjOO67YjLG5qXFe2gE\n0W+hylhiQKBpHP+79yR+t+kwjp9uwZzRWfjTrXMwd0xOvIdGEP0eEnqiX8M5x1sHKvHbtw7j08pG\nTB4+BH+53Y/LpuTTQitBdBASeqJfwjnHeyU1+M1bn2JPWQPG56XhD8vPwRdnjKC+NATRSUjoiX7H\nx0dP4zebDmPbsVqMzErB/9w4EzfMGUkVrQTRRUjoiX4B5xzvH6nBI1uOYNvxWgwdkoQHlkzDsvmj\nkOShVEmC6A4k9ERc4Zzj7UNVeOTtI9hdWo/hGcn46TVTsWz+aMqFJ4gegoSeiAuaxvHmJ6fwyNtH\ncKDiDAqzU/CL62fgxrkjKYIniB6GhJ7oU4KKild3n0TR1qMoqWrCuLw0/GrpTFx3zkh4yYMniF6B\nhJ7oExpaw/j7xyfw9AfHUNUYxOThQ/Dwstn44swCuCmLhiB6FRJ6olcpq2vBU+8fx/PbT6A5pOLC\nCXn49U2z8IWJeZQHTxB9BAk90SvsLavHE+8dw2v7KsAAXDOrAHd9YRymFWTGe2gEMeggoSd6jKCi\n4o19p7Dmw+PYdaIe6UkerLxgLL5ywTgUZKXEe3gEMWghoSe6TUVDK/7+8Qms3XYCNU0hjMtLw0+u\nmYob5xYiI9kb7+ERxKCHhJ7oEpxzfHysFs9+eBxvflIJjXMsnJyP288biwsn5FGbAoLoR5DQE52i\npimIl3eWY932E/isuhmZKV7ceeE43LZgDEblpMZ7eARBOEBCT7SLqnG8V1KN57eXYvPBSoRVjjmj\ns/A/N87ENbMKkOKjAieC6M+Q0BMxKa1twYs7yrC+uBQnGwLITvVixXljccu8UZg4bEi8h0cQRAch\noScs1LeE8Nq+Cryyqxzbj9eBMeDCCXn40dVTcdnUfGpPQBADEBJ6AoGwincOVeHlXeV459MqhFWO\nCfnp+M8rJuHa2QUozCbvnSAGMiT0g5SwquFfn53G63sr8Pr+CjQGFAwdkoQV543FdeeMxLSCDKpc\nJYgEgYR+EBFUVLxfUoPX953C5oOVaGgNIz3Jg8unDcP154zE+WflUd8ZgkhASOgTnNaQiq0l1Xhj\nXwW2HKxCY1BBRrIHi6YOx1XTh+PCiXnU950gEhwS+gSkrK4F7xyqwtuHqvCvz04jqGjISvVi8YwR\nuGrGcJx/Vh58HmoJTBCDBRL6BEDVOHaX1mHLQV3cD51qBACMyU3Fl88dg4VT8jF/XA71eyeIQQoJ\n/QCEc45jNc344EgN3j9Sgw8/O40zAQVuF8O8sdn40eIpuHRKPsbnpdGCKkEQJPQDharGAD787DTe\nL6nBB0dqcLIhAAAYmZWCq6aPwIUT83DR2UORmUJNxAiCsEJC3w/hnONoTTOKj9di+/E6FB+vxfHT\nLQCAzBQvzj8rF1+/JA8XTsjDmNxUitoJgmgTEvp+QFNQwSflDdhTVo/i43Uo/rwOtc0hAEBOmg9z\nx2Rj+fzROO+sXEwryKQUSIIgOgUJfR/TElJw4OQZ7C1rwL7yBuwtq8fRmmZwrr8/NjcVl07Ox7yx\n2fCPzSGfnSCIbkNC30soqobPa1tw+FQjPq1sxOHKRnx6qhHHapqhGaI+LCMJM0Zm4drZIzFjZCZm\nFGYiLz0pvgMnCCLh6BWhZ4xdCeBhAG4AT3DOV/fG58Qbzjlqm0M4froFn59uNn+WVDbhSHUTQooG\nAGAMGJOTirOHDcHVM0ZgZmEWZhRmYlhGcpy/AUEQg4EeF3rGmBvAYwAWASgDsJ0x9irn/EBPf1Zv\no6gaqhqDqGgI4FRDABUNrcbPAD6vbcbnNS1oDCrm+S4GFGSlYEJ+Or4wMQ9nDxuCScOH4Kyh6dSz\nnSCIuNEbEf18AEc450cBgDG2DsC1AOIi9JxzBMIamkMKWoKq/jOkoDmooqE1jLqWEGqbQ6hrDqG2\nJYy65hDqWkKoaQqiujFo2iyCZK8LBZkpGJ2bCv+YHIzJTcXY3DSMyU1FYXYqVZwSBNHv6A2hHwmg\nVHpdBuDcXvgcvLC9FH/e+hlUjUPRuPWnqkHROFrDqrnQ2RaZKV7kpPmQnerFiMxkTCvIwPDMFIzI\nTMbwzGSMyEzGiIwUZKR4aHGUIIgBRW8IvZMKRkktY2wVgFUAMHr06C59UFaqF5OHZ8DtYvC4GDxu\nBrfLBY+LmcdSfW6kJnmQ5nMj1edBWpL+M9XnRmaKF9lpPmSleOGh9gAEQSQovSH0ZQBGSa8LAZy0\nn8Q5LwJQBAB+v78DMXc0l08bjsunDe/KpQRBEIOG3ghjtwOYyBgbxxjzAVgG4NVe+ByCIAiiA/R4\nRM85Vxhj3wDwJvT0yqc455/09OcQBEEQHaNX8ug5568DeL037k0QBEF0DlqBJAiCSHBI6AmCIBIc\nEnqCIIgEh4SeIAgiwSGhJwiCSHAY70h/gN4eBGPVAD7v4uV5AGp6cDgDAfrOgwP6zoOD7nznMZzz\noe2d1C+Evjswxoo55/54j6Mvoe88OKDvPDjoi+9M1g1BEESCQ0JPEASR4CSC0BfFewBxgL7z4IC+\n8+Cg17/zgPfoCYIgiLZJhIieIAiCaIMBLfSMsSsZY58yxo4wxu6P93h6G8bYKMbYO4yxg4yxTxhj\n98Z7TH0BY8zNGNvFGPu/eI+lL2CMZTHGXmSMHTL+rc+L95h6G8bYt42/6f2MsbWMseR4j6mnYYw9\nxRirYoztl47lMMY2McZKjJ/ZvfHZA1bopU3IrwIwFcByxtjU+I6q11EAfJdzPgXAAgD3DILvDAD3\nAjgY70H0IQ8D2Mg5nwxgFhL8uzPGRgL4FgA/53w69Pbmy+I7ql7hGQBX2o7dD2AL53wigC3G6x5n\nwAo9pE3IOechAGIT8oSFc17BOd9p/N4IXQBGxndUvQtjrBDA1QCeiPdY+gLGWAaAiwA8CQCc8xDn\nvD6+o+oTPABSGGMeAKlw2JVuoMM53wqg1nb4WgBrjN/XALiuNz57IAu90ybkCS16MoyxsQDOAfBx\nfEfS6/wewH0AtHgPpI8YD6AawNOGXfUEYywt3oPqTTjn5QB+DeAEgAoADZzzt+I7qj5jGOe8AtAD\nOQD5vfEhA1noO7QJeSLCGEsH8A8A/8E5PxPv8fQWjLEvAqjinO+I91j6EA+AOQAe55yfA6AZvfQ4\n318wfOlrAYwDUAAgjTF2a3xHlVgMZKHv0CbkiQZjzAtd5P/GOX8p3uPpZS4AsIQxdhy6NXcpY+yv\n8R1Sr1MGoIxzLp7UXoQu/InMZQCOcc6rOedhAC8BOD/OY+orKhljIwDA+FnVGx8ykIV+0G1Czhhj\n0L3bg5zz38Z7PL0N5/wHnPNCzvlY6P++b3POEzrS45yfAlDKGJtkHFoI4EAch9QXnACwgDGWavyN\nL0SCL0BLvApghfH7CgAbeuNDemXP2L5gkG5CfgGA2wDsY4ztNo790Nijl0gcvgngb0YAcxTAV+I8\nnl6Fc/4xY+xFADuhZ5btQgJWyDLG1gK4GEAeY6wMwE8ArAbwAmPsTugT3k298tlUGUsQBJHYDGTr\nhiAIgugAJPQEQRAJDgk9QRBEgkNCTxAEkeCQ0BMEQSQ4JPQEQRAJDgk9QRBEgkNCTxAEkeD8f8Ks\nJZzmTuv7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaaff5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots()\n",
    "x = np.linspace(0,10,1000)\n",
    "y2 = np.sin(x**2)\n",
    "y1 = x**2\n",
    "axes.plot(x,y1)\n",
    "\n",
    "#画子图需要定义位置：\n",
    "left,bottom,width,height=[0.22,0.5,0.3,0.35]\n",
    "axes1=fig.add_axes([left,bottom,width,height])\n",
    "axes1.plot(x,y2)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 嵌套图另一个函数我们用作模板进行后续操作[insert_axes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#导入数据      \n",
    "top10_arrivals_countries = ['CANADA','MEXICO','UNITED\\nKINGDOM',\\\n",
    "                            'JAPAN','CHINA','GERMANY','SOUTH\\nKOREA',\\\n",
    "                            'FRANCE','BRAZIL','AUSTRALIA']\n",
    "top10_arrivals_values = [16.625687, 15.378026, 3.934508, 2.999718,\\\n",
    "                         2.618737, 1.769498, 1.628563, 1.419409,\\\n",
    "                         1.393710, 1.136974]\n",
    "arrivals_countries = ['WESTERN\\nEUROPE','ASIA','SOUTH\\nAMERICA',\\\n",
    "                      'OCEANIA','CARIBBEAN','MIDDLE\\nEAST',\\\n",
    "                      'CENTRAL\\nAMERICA','EASTERN\\nEUROPE','AFRICA']\n",
    "arrivals_percent = [36.9,30.4,13.8,4.4,4.0,3.6,2.9,2.6,1.5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 模板方法在bar上面显示values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#这个方式作为模板来使用\n",
    "def autolabel(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        axes.text(rect.get_x() + rect.get_width()/2., 1.01*height,\n",
    "        \"{:,}\".format(float(height)),\n",
    "        ha='center', va='bottom',fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJIAAALMCAYAAAC/uZiiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XlUleXi9vHrAVRAAUUQZ3HEHFFR\nU3MsS8tKKzOnnKpTb6d+R22yORusU5mpddQcILWyzNLU1Cw1PeIAijnihBOigCjzvJ/3D4sTgroz\n4IHN97MWK3mm+9qIrMXVfd/bME1TAAAAAAAAwPU4WR0AAAAAAAAAZQNFEgAAAAAAAOxCkQQAAAAA\nAAC7UCQBAAAAAADALhRJAAAAAAAAsAtFEgAAAAAAAOxCkQQAAAAAAAC7UCQBAAAAAADALhRJAAAA\nAAAAsAtFEgAAAAAAAOziUpKD+fj4mP7+/iU5JAAAAAAAgEMLDw+PN03TtyTGKtEiyd/fX2FhYSU5\nJAAAAAAAgEMzDONkSY3F0jYAAAAAAADYhSIJAAAAAAAAdqFIAgAAAAAAgF0okgAAAAAAAGAXiiQA\nAAAAAADYhSIJAAAAAAAAdqFIssOUKVM0ePBgNWrUSIZhyN/f/7r3LFy4UN26dZOnp6eqVKmiVq1a\n6c033/xL465atUq33XabqlWrJnd3dzVr1kz//Oc/812za9cuPfPMM2rfvr2qVaumatWqqWPHjvr0\n00+VnZ1d4JmjR4+WYRiFfixdurTQHGfOnNFjjz2m+vXrq1KlSqpZs6b69++vAwcO5LvONE198cUX\n6tq1q3x8fOTh4aGWLVtq8uTJSkpKynetv7//VXMYhqFHH330L32tAAAAAABA8XOxOkBZ8OKLL8rb\n21vt27fXpUuXrnv92LFjFRISovvvv1/Dhw+Xs7OzoqKidPLkSbvHfOONN/T666/rjjvu0BtvvCF3\nd3edOnVKv/32W77r/v3vf2v9+vUaOHCgHn30UeXm5mrlypV68skntXz5cq1Zs0aGYRR4/sKFCwsc\n69SpU4Fju3fv1m233SYPDw+NHTtW9evXV0JCgsLCwhQXF5fv2pdfflnvvPOO+vTpo9dee00VKlTQ\nxo0b9dprr2n16tUKDQ3NyzJt2jSlpKQUGO+TTz7Rtm3bdPfdd9v9tQIAAAAAACXDME2zxAYLCgoy\nw8LCSmy8onL8+HE1atRIktSqVSulpKToxIkThV47b948PfLII/r88881cuTIGxpv/fr16tu3ryZP\nnqxXXnnlmtf+97//VYcOHeTq6prv+IgRI7R48WL98MMPGjBgQN7x0aNHKyQkRPb8vWdkZKh169aq\nUqWKNm3aJE9Pz6tem5OTIy8vLzVv3lw7d+6Uk9P/Jrv9kWX37t0KDAy86jPS09NVq1atvNLMxYWe\nEwAAAACA6zEMI9w0zaCSGIulbXb4o0S6HtM0NWXKFLVv3z6vREpOTrartPmzd955RzVq1NCkSZMk\nSSkpKbLZbIVe261btwIlkiQNGTJEkrRv376rZk1KSrrqcyXp66+/1tGjRzV58mR5enoqMzNTmZmZ\nhV6bnZ2t9PR01axZM1+JJEm1a9eWJFWuXPmqY0nS0qVLlZiYqFGjRlEiAQAAAABQClEkFaHIyEgd\nO3ZMXbt21Ztvvqnq1avL09NTVatW1eOPP17oUq4rpaam6tdff1Xnzp01b9481alTRx4eHqpSpYoe\neughnT9/3q4sZ86ckST5+fkVet7Ly0teXl5yc3NT3759tX379gLXrF69WpJUtWpV9ejRQ25ubnJ1\ndVW7du20du3afNe6ubmpR48eWrNmjd577z0dPXpUJ06cUHBwsD799FONGDFCTZs2vWbmefPmyTAM\njRs3zq7XCAAAAAAAShZL2/6iay1tW758uQYOHChfX19lZWXp5ZdfVsOGDbVy5UoFBwerV69e+uWX\nXwrds+gPe/bsUWBgoHx9fZWUlKQXXnhBbdu21ebNm/Xxxx8rICBAYWFhcnd3v+ozUlJS1KZNGyUk\nJOj48ePy9vbOO/fCCy8oKytLHTp0UOXKlbVnzx5NmzZNqampWr16tW677ba8a9u1a6eIiAj5+vqq\nc+fOGjlypBISEvT2228rJiZGa9asyXd9dHS0Ro0apZ9//jnvmGEYeumllzR58uRrvu6jR4+qWbNm\n6tmzpzZs2HDV6wAAAAAAQH4lubSN9UNFKDk5WZIUFxenn376Ka9kuf/++2WapkJCQrRmzRr179/f\nrmd89tlneuSRRyRJgwYNkqenp9544w2FhIToiSeeKPT+3NxcjRgxQlFRUfriiy/ylUiS9O677+b7\nfODAgRo2bJgCAwP1xBNP6MiRIwWyNG/eXCtWrMgrgm699Va1aNFCL730Ur4iqVKlSmrUqJHq1Kmj\nfv36yTAMffvtt3rrrbfk6uqql1566aqve968eTJNk9lIAAAAAACUYixtK0Jubm6SpDp16uQrWCRp\n1KhRkqSNGzfa9QwnJ6cCm3Vf7xk2m01jx47V8uXL9fbbb2vo0KF25W7atKkefPBBHT16VIcPHy6Q\n5eGHH843m6hp06bq2rWrdu7cqdTUVElSWlqaunbtqqSkJIWEhGjo0KF66KGH9M0332jIkCF69dVX\nFRkZWej4ubm5CgkJUdWqVfXAAw/YlRkAAAAAAJQ8iqQiVLduXUlSzZo1C5yrVauWJOnixYt2PaNa\ntWqqVKmS3c8wTTPv3eJee+01vfjii38pu7+/vyQpPj6+QJarvR7TNJWYmCjp8kbZR44c0eDBgwtc\nO3jwYNlsNm3ZsqXQsVevXq2YmBgNHz680I3DAQAAAABA6UCRVIRat24tNzc3RUdHFzj3x+bXNWrU\nuOYz/Pz8VL9+fSUkJCgtLc2uZ/xRIi1YsEAvv/yyXn/99b+c/Y8lbX/enLtTp075xr0yi4uLS97S\nuT9ec25uboFrc3Jy8v33SnPnzpWkvGV8AAAAAACgdKJIKkLu7u667777dO7cOX333Xf5zv3nP/+R\nJN155515xxITE3Xo0KF8s4AkaeTIkTJNU7Nnz77uM0zT1KOPPqr58+frxRdf1JtvvnnVfKmpqcrI\nyChwfPfu3frmm2900003qXHjxnnHhw0bJmdnZ82dOzdfCbRnzx6Fhoaqd+/eeTOIWrRoIUkKCQkp\n8Pw/jnXs2LHAuXPnzmn16tVq3769AgMDr5odAAAAAABYj8227bBw4UKdPHlS0uVNsLOysvTWW29J\nkho0aJBvL6N33nlH69ev17Bhw/TUU0/J399fq1ev1qpVq/Twww+ra9euedd+9913GjNmjF577bV8\ns4iee+45ffvtt3rmmWd0+PBhtW3bVlu2bNHixYvVp08fDRkyJO/aZ599VvPmzVPbtm110003adGi\nRfmyN27cWF26dJF0edZR//79NXDgQDVt2jTvXdvmz58vZ2dnzZkzJ9+9AQEBeu655zRlyhT17NlT\nDz30kBISEjR9+nS5u7vrgw8+yLt2wIAB6tSpk1avXq0ePXrkbTC+bNkybd68WYMHD1b79u0LfG1D\nQkKUk5PDbCQAAAAAAMoAwzTNEhssKCjIDAsLK7HxikqvXr20adOmQs/17NmzwObXJ06c0EsvvaR1\n69YpMTFRjRs31rhx4zRhwgQ5Of1vElhwcHChRZJ0ea+iV155RcuXL1d8fLzq1q2roUOH6pVXXsm3\nj9C1skmXN+gODg6WdHn2z7PPPqudO3fq7NmzSk9PV61atdS7d29NmjRJzZs3L/QZc+bM0SeffKLI\nyEi5ubmpd+/eevPNN9WyZct81yUnJ2vKlClatmyZoqKiZBiGmjZtqpEjR2rChAlycSnYWwYEBOj0\n6dOKiYmRl5fXVV8HAAAAAAAonGEY4aZpBpXIWBRJAAAAAAAAZVdJFknskQQAAAAAAAC7UCQBAAAA\nAADALhRJAAAAAAAAsAtFEgAAAAAAAOxCkQQAAAAAAAC7UCQBAAAAAADALhRJAAAAAAAAsAtFEgAA\nAAAAAOxCkQQAAAAAAAC7uFgdoKwyDKsTOAbTtDoBAAAAAACwFzOSAAAAAAAAYBeKJAAAAAAAANiF\nIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACA\nXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAA\nANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANjlukWSYRjzDcOINQxj3xXH\nnzIMI9IwjP2GYfy7+CICAAAAAACgNLBnRlKwpH5/PmAYRm9J90pqY5pmS0kfFH00AAAAAAAAlCbX\nLZJM0/xVUsIVh5+Q9K5pmpm/XxNbDNkAAAAAAABQitzoHknNJHU3DGO7YRibDMPoWJShAAAAAAAA\nUPq4/I37qkm6WVJHSV8bhtHINE3zygsNw3hM0mOSVL9+/RvNCQAAAAAAAIvd6IykM5KWmZftkGST\n5FPYhaZpzjFNM8g0zSBfX98bzQkUasqUKRo8eLAaNWokwzDk7+9/1WtHjx4twzAK/Vi6dKld44WE\nhOiOO+5Q3bp15erqKl9fX3Xp0kXBwcHKzc3Nd21wcPBVx/vjIzo6Ot89+/fv17Bhw+Tv7y9XV1c1\naNBAQ4cO1Z49ewpksdls+uijj9S8eXO5urqqXr16mjhxolJTU/Ndd/HiRX388ce6/fbbVa9ePbm5\nuSkgIECPPfaYTp8+fdXXeuDAAQ0bNky1atVSpUqVVLduXQ0aNEjnz5+362sFAAAAAHA8Nzoj6XtJ\nfSRtNAyjmaSKkuKLLBVgpxdffFHe3t5q3769Ll26ZNc9CxcuLHCsU6dOdt27a9cuVatWTU8++aRq\n1KihlJQUrVq1SmPGjNHmzZs1b968vGt79OhR6FgxMTF67rnnFBgYqDp16uQd37Nnj7p06aJq1arp\nscceU926dXXs2DHNnj1b3333nUJDQ9WuXbu868ePH6/p06dr0KBBmjhxog4ePKjp06dr9+7dWr9+\nvZycLvfE27dv18SJE3Xrrbfqn//8p3x8fLRv3z7Nnj1bX3/9tbZu3aoWLVrky7h27VoNHDhQjRs3\n1tNPPy0/Pz/FxsYqNDRUSUlJ8vPzs+vrBQAAAABwLNctkgzD+FJSL0k+hmGckfSapPmS5huGsU9S\nlqRRhS1rA4rbsWPH1KhRI0lSq1atlJKSct17RowYccPjffzxxwWO/d///Z/uuusuLViwQG+//bZq\n1qwpSWrUqFFetj+bMmWKJOmRRx7Jd/zTTz9Venq6QkND1bZt27zjffr0Ud++fRUSEpJXJO3fv18z\nZszQfffdp2+//Tbv2oYNG+rpp5/WV199pWHDhkmSmjdvrsjISDVu3DjfeHfddZf69u2rV199Nd+M\nrNjYWA0bNky9evXSihUrVKFChb/0NQIAAAAAOC573rVtqGmatUzTrGCaZl3TNOeZppllmuYI0zRb\nmabZ3jTNX0oiLHClwoqa6zFNU0lJSbLZbEWWo0GDBjJNU4mJidcde/78+XJzc9Pw4cPznUtKSpIk\n1a5dO9/xPz6vXLly3rEvv/xSpmnqX//6V75rH330Ubm7u2vRokV5x/z9/QuUSJJ02223ydvbW/v2\n7ct3fNasWUpISNC///1vVahQQWlpacrOzr7m6wIAAAAAlA83ukcSUGZ5eXnJy8tLbm5u6tu3r7Zv\n3/6Xn5GYmKj4+HgdOXJEM2fO1Pz589WsWTM1adLkmvdt2rRJR48e1f3336+qVavmO3fHHXdIkkaO\nHKnt27crOjpamzdv1iOPPKJatWrp8ccfz7t2586dcnJyKrAkz9XVVYGBgdq5c6ddryE5ObnAMrXV\nq1fL09NTly5dUmBgoCpXrixXV1d1797drucCAAAAABzXje6RBJQ5NWvW1Pjx49WhQwdVrlxZe/bs\n0bRp09S9e3etXr1at912m93PuvXWWxUeHi5JMgxDt912m2bNmiVnZ+dr3vfHHkpXLmuTpFGjRikq\nKkpTp07VzTffnHe8U6dOCgsLyzdT6ezZs/Lx8VGlSpUKPKdOnTraunWrsrKyVLFixatmeeutt5Sd\nna1Ro0blOx4ZGamcnBz169dPgwcP1iuvvKITJ07orbfeUq9evbRjxw61bNnymq8TAAAAAOCYKJJQ\nbrz77rv5Ph84cKCGDRumwMBAPfHEEzpy5Ijdz/r000+VlJSkmJgYrVq1SufPn9fFixevec+lS5f0\n7bffqkmTJurRo0eB84ZhqGbNmurWrZvuuece1alTRxEREfrwww917733av369fLy8pIkpaWlFVoi\nSZdnJf1xzdWKpKVLl+rDDz/UHXfcoTFjxuQ7l5ycrNzcXA0fPlzBwcF5xzt06KDevXtr8uTJWrJk\nyTVfKwAAAADAMVEkoVxr2rSpHnzwQQUHB+vw4cNq1qyZXff9eUnZyJEjNWnSJPXo0UO//fZbofsR\nSdIXX3yh9PR0jRs3ToZhFDj/8ssva+bMmTp06FDeht333nuvOnfurP79++v999/XW2+9JUlyd3dX\nbGxsoeNkZGTkXVOY1atXa/jw4erQoYO+/vrrAlnc3NyUkpKi0aNH5zveq1cv1a9fXxs3biz0uQAA\nAAAAx8ceSSj3/P39JUnx8fE3/IxRo0YpLS0t3wyeK82bN08uLi4FChpJys7O1gcffKDu3bvnlUh/\n6Nevnzw8PLRp06a8Y7Vr11Z8fLwyMzMLPCs6Olo+Pj6FzkZas2aN7rvvPrVs2VLr1q2Tp6dngWvq\n1q0rSQVySFKtWrWuO/MKAAAAAOC4KJJQ7v2xpO3KTaf/ivT0dElSQkJCoecjIiK0a9cu3XXXXYUW\nNH+UQrm5uQXOmaap3Nxc5eTk5B3r2LGjbDabduzYke/ajIwMRUREKCgoqMBz1q5dq0GDBql58+Za\nv369qlWrVmjWP2ZbnTlzpsC5M2fOqEaNGoXeBwAAAABwfBRJKBdSU1Pzlnz92e7du/XNN9/opptu\nyrckLS0tTYcOHVJMTEzesZycHF24cKHQ58+YMUOS8m2S/Wdz586VJI0bN67Q835+fqpevbp+/fVX\nRUVF5Tv39ddfKy0tTR07dsw7NmTIEBmGoWnTpuW79rPPPlNaWpqGDx+e7/i6des0cOBANWvWTD//\n/LO8vb0LzSFdXqonSbNmzcp3/IcfflB0dLTuvPPOq94LAAAAAHBshmmaJTZYUFCQGRYWVmLjFadC\ntrjBDfi7334LFy7UyZMnJV0uc7KysjRx4kRJUoMGDfJKkYiICPXv318DBw5U06ZN8961bf78+XJy\nctK6det0yy235D1348aN6t27t0aNGpW3XO3SpUuqVauWBg0apFatWsnPz0/nzp3T999/r7CwMN16\n661au3ZtgXduy8jIUO3ateXm5qZTp05d9Z3dZs6cqaeeekq+vr56/PHHVbduXUVERGju3Lny8vJS\neHi46tevn3f9U089pZkzZ2rQoEG68847dfDgQU2fPl3dunXTL7/8Iienyz1xWFiYunfvLtM09e67\n78rHx6fA2CNGjMj3+bBhw/Tll1+qf//+GjBggE6ePKkZM2aoatWqBd5BDgAAAABgLcMwwk3TLLg0\npTiYplliHx06dDAdxeUKhI+/+/F39ezZ05RU6EfPnj3zrouJiTFHjBhhBgQEmB4eHqaLi4tZr149\n8+GHHzYPHjxY4LkbNmwwJZmjRo3KO5aZmWlOmDDBDAoKMqtXr246OzubVatWNbt162bOnDnTzMrK\nKjTj4sWLTUnmiy++eN3Xs3TpUrNnz56mp6en6eLiYtaqVcscOXKkefz48QLX5uTkmB988IHZrFkz\ns2LFimbt2rXN8ePHm8nJyfmuW7BgwVW/Rn98XCk7O9t89913zWbNmpkVKlQwfX19zZEjR5qnTp26\n7msAAAAAAJQsSWFmCXU7zEi6QcxIKhol+O0HAAAAAIBDKskZSeyRBAAAAAAAALtQJAEAAAAAAMAu\nFEkAAAAAAACwC0USAAAAAAAA7EKRBAAAAAAAALtQJAEAAAAAAMAuFEkAAAAAAACwC0USAAAAAAAA\n7OJidQCgqBmG1Qkch2lanQAAAAAAUJowIwkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAA\nAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgC\nAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeK\nJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2\noUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAA\nYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAA\nAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAA\nAAAAYBeKJAAAAAAAANiFIgkAAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYBeKJAAAAAAAANiFIgkA\nAAAAAAB2oUgCAAAAAACAXSiSAAAAAAAAYJfrFkmGYcw3DCPWMIx9hZx7xjAM0zAMn+KJBwAAAAAA\ngNLCnhlJwZL6XXnQMIx6kvpKOlXEmQAAAAAAAFAKXbdIMk3zV0kJhZz6SNJzksyiDgUAAAAAAIDS\n54b2SDIM4x5J0aZp7iniPAAAAAAAQNL48eM1bdq0vM/vuOMOPfLII3mfT5w4UVOnTpWbm5sCAwPz\nPj7//HNJ0vz589W6dWu1adNGrVq10vLly/Xkk08qMDBQLVq0yHff0qVLNXr0aDVs2DDvWNeuXSVJ\nwcHB8vX1VWBgoJo3b66PPvooL8Prr78ud3d3xcbG5h2rUqVKcX9pYCGXv3qDYRjukl6SdLud1z8m\n6TFJql+//l8dDgAAAACAcqlr16765ptv9K9//Us2m03x8fFKSkrKO79161ZNmzZNjRs3VkRERL57\nz5w5o7ffflu7du2Sl5eXUlJSFBcXp3vvvVeSdOLECQ0YMCDffStXrtT777+vBx54oECWIUOGaObM\nmbpw4YICAgL0wAMPqF69epIkHx8fffjhh3rvvfeK48uAUuZGZiQ1ltRQ0h7DME5Iqitpl2EYNQu7\n2DTNOaZpBpmmGeTr63vjSQEAAAAAKEe6deumrVu3SpL279+vVq1aycPDQxcvXlRmZqYOHjyoatWq\nFXpvbGysPDw88mYHValSRQ0bNvzbmapXr64mTZooJiYm79jYsWO1ZMkSJSQUtisOHM1fLpJM09xr\nmmYN0zT9TdP0l3RGUnvTNM8VeToAAAAAAMqp2rVry8XFRadOndLWrVvVpUsXde7cWaGhoQoLC1Ob\nNm1UsWJFHTt2LN/Sts2bN6tt27by8/NTw4YNNWbMGP3www92jfnss8/mPWf48OEFzp86dUoZGRlq\n06ZN3rEqVapo7Nix+vjjj4vstaP0uu7SNsMwvpTUS5KPYRhnJL1mmua84g4GAAAAAEB598espK1b\nt2rChAmKjo7W1q1b5eXllbeHUWFL2yRpzZo12rlzp37++WeNHz9e4eHhev3116853tWWti1ZskQb\nNmxQZGSkPvvsM7m6uuY7//TTTyswMFATJ0688ReLMsGed20bappmLdM0K5imWffKEun3mUnxxRcR\nAAAAAIDyqWvXrtq6dav27t2rVq1a6eabb1ZoaKi2bt2qbt26XfNewzDUqVMnTZo0SV999ZW+/fbb\nG84xZMgQ7d+/X5s3b9bEiRN17lz+RUlVq1bVsGHD9Omnn97wGCgbbuhd2wAAAAAAQPHr1q2bVq5c\nKW9vbzk7O8vb21uXLl1SaGiounTpctX7zp49q127duV9HhERoQYNGvztPF26dNHIkSMLXcY2YcIE\nzZ49Wzk5OX97HJReFEkAAAAAAJRSrVu3Vnx8vG6++eZ8x7y8vOTj4yNJBfZImj59urKzs/XMM8+o\nefPmCgwM1JIlS+zaw+jPeyQFBgYqKyurwDXPP/+8FixYoOTk5HzHfXx8NGjQIGVmZv7NV43SzDBN\ns8QGCwoKMsPCwkpsvOJkGFYncAzF8e3H303RKcEfDwAAAACAG2QYRrhpmkElMRYzkgAAAAAAAGAX\niiQAAAAAAADYhSIJAAAAAAAAdnGxOgAAAAAAoOyw2UwlpGUpLjlTccmZupCaqYxsm7JzbcrONZWd\na1POn/9sM5WVY1OOzabsHFPZNpucDUOVK7moSiWX3//rrMp5fy7kWEUXOTmVz81QnZ2d1bp167zP\nH3roIb3wwgvy9/dXWFhY3obbGzdu1AcffKCVK1cqODhYzz77rOrUqaOMjAz94x//0Pjx4/OeMWfO\nHE2dOlWS5OnpqalTp+qWW26RJPXq1UsxMTFydXVVlSpVNH/+fAUEBOQdd3NzkyQ1adJES5cuLakv\nA0oRiiQAAAAAgCQpJjFdpxPSFZuckVcUxSVnKi7lf39OSM1Sjq1k35XFyZD8PF1Vt5qb6lZzV52q\nbnl/rlvNTbWruqmii2MuuHFzc1NERMRfvm/IkCGaOXOmLly4oICAAD3wwAOqV6+eVq5cqdmzZ2vL\nli3y8fHRrl27NHDgQO3YsUM1a9aUJC1evFhBQUGaM2eOnn32Wa1YsSLfcZRvFEkAAAAAUI7k5Np0\nPD5Vh88n61hsqo7Hp+hYXIqi4lKVmpVrdbxC2UwpJjFDMYkZ2nniYoHzhiHV8KiUVzLV83ZT0xoe\nalXHS418Kpfb2UySVL16dTVp0kQxMTGqV6+e3nvvPb3//vt5M5nat2+vUaNG6ZNPPtGbb76Z794e\nPXpo2rRpVsRGKUaRBAAAAAAO6mJqlvadTdShmGQdPJekQzHJOhqboqxcm9XRipRpSueTMnU+KVPh\nJ/MXTZUrOqtFbU+1quOlVrWcT5CEAAAgAElEQVS91Lqulxr7VpFzGSmX0tPTFRgYmPf5pEmTNGTI\nELvvP3XqlDIyMtSmTRtJ0v79+9WhQ4d81wQFBSkkJKTAvT/88EO+ZXXDhw/PW9rWt29fvf/++3/p\ntcAxUCQBAAAAgIOITcrQtqgEbT9+QTuiEnQ0LkVmya5CK3VSs3K188TFfDOZ3Co466ZaHmpdx+ty\nwVTHS838PEpluXS1pW2GUTDrn48tWbJEGzZsUGRkpD777DO5urpedQzTNPPd+0dh5O/vrxkzZuQd\nZ2kbJIokAAAAACizTiekaXtUgnZEXS6OTlxIszpSmZCenatdpy5p16lLecc8XF3UtXF1dW/qq57N\nfFXP293ChNdXvXp1Xbx4MW+JWkJCQt6fpf/tkRQaGqq77rpL/fv3V82aNdWiRQuFh4erT58+edfu\n2rVLLVq0yPucwgjXQpEEAAAAAGXEyQup2nrscmm0IypB0ZfSrY7kMJIzcrR2/3mt3X9ektSguru6\nN/VRj6a+6trER1Uqla5fn3v16qWFCxdq8uTJys3N1aJFizRw4MAC13Xp0kUjR47Uxx9/rClTpui5\n557T888/rzVr1qh69eqKiIhQcHCwtm/fbsGrQFlUuv4lAAAAAADyOXA2SWv2xWjN/nM6fD7F6jjl\nxskLaTp54ZQWbTslFydD7epXVfemvure1Edt61YtsQ28r9wjqV+/fnr33Xf1yiuv6IknnlDbtm1l\nmqb69eunESNGFPqM559/Xu3bt9eLL76oe+65R9HR0eratasMw5CHh4cWLVqkWrVqXTfLn/dI8vHx\n0fr164vmRaJMMcwSXDAbFBRkhoWFldh4xamQ5ai4AcXx7cffTdEp7+vpAQAArGCapnafvqQ1+85p\n7f5zOslytVKnqnsF9Q6ooXsCa6t7Ex+5ODtZHQnlnGEY4aZplsh6RGYkAQAAAIDFcm2mtkdd0Np9\n57R2/3mdS8qwOhKu4VJatr7bHa3vdkereuWKuqtNLd0bWFsdGnhbHQ0odhRJAAAAAGAB0zS15Wi8\nVu6J0U8HzyshNcvqSLgBF1Kz9HnoSX0eelL1vN10b9s6GtiutprU8LA6GlAsWNp2g1g+VTRY2la6\nsbQNAACg6MWnZGrJztP6aucpnU5gs2xH1aKWpwa2q6172tZRTS9Xq+PAwbG0DQAAAAAciGmaCj12\nQYu3n9K6A+eUncv/sXN0B2KSdCAmSe/+eEidGnrroY71dWfrWqrown5KKNsokgAAAACgmFxMzdI3\n4af15Y7TiopPtToOLGAzpW3HE7TteILeWnVQQzvV0/DODZilhDKLpW03iOVTRYOlbaUbS9sAAABu\nzI6oBC3eflI/7junrByb1XFQyrg4Gbq9pZ9GdfFX50bVrY4DB8DSNgAAAAAoY7JzbfpuV7Q+23xc\nR2JTrI6DUizHZmr13nNavfecWtfx0iPdG+qu1rXk4syyN5R+zEi6Qcx6KRrMSCrdmJEEAABwfVk5\nNn0Tflr/2XhMZy6yeTZuTJ2qbhrTzV9DO9VX5UrM+cBfU5IzkiiSbhBlRdGgSCrdKJIAAACuLiM7\nV0t2ntasTccUk5hhdRw4CE9XFw2/uYH+0aORqrpXtDoOygiWtgEAAABAKZWelavF209qzq/HFZuc\naXUcOJikjBz9Z+MxLdp2Uo91b6Rx3RvKvSK/uqP04LsRAAAAAOyQmpmjhdtOau7m44pPybI6Dhxc\nckaOPvzpsEJCT+rJ3o01vHMDVXRhDyVYjyIJAAAAAK4hJTNHwf+N0rwtUbqYlm11HJQz8SmZeuOH\nA5q7OUr/uq2p7m9fV05O7OcB61AkAQAAAEAhTNPU0vAz+vfaSMWxhA0Wi76UrmeX/qY5vx7XxNub\nqV+rWlZHQjlFkQQAAAAAV4g4fUmvrdivPacvWR0FyOdIbIoeX7RLbet66dk7muuWpj5WR0I5Q5EE\nAAAAAL+LTc7Qez9GatnuM7yDLUq1PWcSNWLedt3SxEdv3NtSjX2rWB0J5QQ7dQEAAAAo97JybJq9\n6Zj6fLBJ3+6iRELZseVovPp/vFlTfzqszJxcq+OgHGBGEgAAAIBy7ZdD5/XmyoOKik+1OgpwQ7Jy\nbJr+8xGt3HNWbw1qpa6NWe6G4kORBAAAAKBcOh6XojdXHtCGyDirowBF4nh8qoZ9tl33taujlwe0\nkHflilZHggOiSAIAAABQruTaTH264ahm/HJUWbk2q+MARW7Z7mhtiIzVpP43aXBQXRmGYXUkOBD2\nSAIAAABQbhyLS9F9/9mqD386TIkEh3YxLVvPffubhszZpqOxyVbHgQOhSAIAAADg8EzT1IL/Rumu\n6Zu15/Qlq+MAJWZHVILu/HiLPlwXqYxsNuPG38fSNgAAAAAOLfpSup79Zo+2HrtgdRTAElm5Ns34\n5ajW7T+vmcPaqamfh9WRUIYxIwkAAACAw/o67LT6ffQrJRIgKfJ8su6euUVfbD9ldRSUYcxIAgAA\nAOBw4pIzNWnZXq0/eN7qKECpkpFt04vf7dWWo3Gacl8beblVsDoSyhiKJAAAAAAO5ce9MXrp+31K\nSM2yOgpQaq3ee057Tidq+tBAdWjgbXUclCEsbQMAAADgEDJzcjVp2W96YvEuSiTADtGX0jVk9jbN\n/OWIbDbT6jgoIyiSAAAAAJR55xIzNGT2Nn2547TVUYAyJcdm6oN1hzV87nadT8qwOg7KAIokAAAA\nAGXajqgEDZixRRGnL1kdBSizQo9fUP+PN+tn9hXDdVAkAQAAACizQrae0PC52xSfkml1FKDMS0jN\n0riQME358SBL3XBVbLYNAAAAoMzJyM7Vy9/v09LwM1ZHARzO7E3HFRWXqmkPBcq9IrUB8mNGEgAA\nAIAy5eyldD04O5QSCShG6w6c1+BZoTqXyL5JyI8iCQAAAECZEXrsgu6esUW/nUm0Ogrg8PafTdK9\nn2zRvmj+veF/KJIAAAAAlAnztkRp5LztupCaZXUUoNw4n5SpwbNCtWbfOaujoJSgSAIAAABQqtls\npl76bq/eXHlAOWwADJS49OxcPbE4XP/ZeMzqKCgFKJIAAAAAlFoZv/8Cu3j7KaujAOWaaUrvrTmk\n55buUXauzeo4sBBFEgAAAIBSKTE9Ww/P26G1+89bHQXA774OO6MRc7frUhpLTMsriiQAAAAApc65\nxAw9OCtUO04kWB0FwBW2RyVo0KdbFX0p3eoosABFEgAAAIBSZ9PhWEWeT7Y6BoCriIpP1ZDZoTqd\nkGZ1FJQwiiQAAAAApc6QjvX1dJ8mVscAcA1nLqZryOxQnbyQanUUlCCKJAAAAACl0oTbAzTy5gZW\nxwBwDWcTMzRk9jYdj0uxOgpKCEUSAAAAgFLrjXta6u62ta2OAeAaziVlaMicbToay3LU8oAiCQAA\nAECp5eRkaOqDbdWzma/VUQBcQ1xyph6as02HziVZHQXFjCIJAAAAQKlWwdlJs0Z0UPv6Va2OAuAa\n4lOyNOyz7dp/NtHqKChGFEkAAAAASj23is5aMLqTAvw8rI4C4BoSUi+XSb+duWR1FBQTiiQAAAAA\nZYKXewUtHNdJ9bzdrI4C4BoS07M1fO527T510eooKAYUSQAAAADKjBqerlo0rrN8qlSyOgqAa0jO\nyNHD83ewZ5IDokgCAAAAUKY0qF5Zn4/tJA9XF6ujALiG5IwcjVmwUzGJ6VZHQRGiSAIAAABQ5rSo\n7an5ozvKtQK/0gClWUxihkbP36mkjGyro6CI8FMXAAAAQJnU0d9bnw5vLxcnw+ooAK4h8nyyHvs8\nTFk5NqujoAhQJAEAAAAos/o099P7g9vIoEsCSrVtxxP0zDd7ZJqm1VHwN1EkAQAAACjTBrWrq1cH\ntLA6BoDrWLHnrN798ZDVMfA3XbdIMgxjvmEYsYZh7PvTsfcNwzhkGMZvhmF8ZxhG1eKNCQAAAKBU\ny0iS0hIsG35Mt4Z6uk8Ty8YHYJ/Zvx5X8H+jrI6Bv8GeGUnBkvpdcewnSa1M02wj6bCkSUWcCwAA\nAEBZkXpBCrlbWvyAlJliWYwJtwdo5M0NLBsfgH0mrzygNftirI6BG3TdIsk0zV8lJVxxbJ1pmjm/\nf7pNUt1iyAYAAACgtEuKkRb0l2IipOhwaclwKSfLsjhv3NNSd7etbdn4AK7PZkr/91WEwk9aN4sR\nN64o9kgaK+nHIngOAAAAgLIkIUqaf4cUH/m/Y8c3SssekWzWvDuTk5OhqQ+2Vc9mvpaMD8A+mTk2\njQsJ06kLaVZHwV/0t4okwzBekpQjafE1rnnMMIwwwzDC4uLi/s5wAAAAAEqLhOPSgjulSycLnjuw\nXFr5r5LP9LsKzk6aNaKD2tdnK1egNLuUlq3/90W4MnNyrY6Cv+CGiyTDMEZJGiBpuHmN9+8zTXOO\naZpBpmkG+fryfwUAAACAMi/xjBRyr5R89urX7AqR1r9eYpGu5FbRWQtGd1KAn4dlGQBc377oJL3x\nwwGrY+AvuKEiyTCMfpKel3SPaZrMQwMAAADKi+RzlzfWTjx1/Wu3fCRtnVH8ma7Cy72CFo7rpHre\nbpZlAHB9X2w/pe93R1sdA3a6bpFkGMaXkkIlBRiGccYwjHGSZkrykPSTYRgRhmHMKuacAAAAAKyW\nGi99fu/lZW32WveKtPuqO2EUuxqerlo0rrN8qlSyLAOA63vxu706cj7Z6hiwg3GNVWlFLigoyAwL\nCyux8YqTYVidwDEUx7cffzdFpwR/PAAAgNIu/eLlmUjn9v71ew1nachCqfldRZ/LTgfOJmnInFAl\nZ+Rc/2IAlmhSo4pW/LOb3Cu6WB2lzDEMI9w0zaCSGKso3rUNAAAAgCPLTJYW3X9jJZIkmbnS0rFS\n1OaizfUXtKjtqfmjO8q1Ar8CAaXV0dgUTVp2gz9nUGL4KQoAAADg6rLSpMUPStHhf+85ORnSV8Ok\nsxFFk+sGdPT31qfD28vFiSnsQGm1POKsFm4r5N0gUWpQJAEAAAAoXG725fLn1NaieV5m0uWZTfFH\ni+Z5N6BPcz+9P7gN2yEApdibKw9o75lEq2PgKiiSAAAAABRuxdPS8Q1F+8y0eGnhQCnRundoGtSu\nrl4d0MKy8QFcW1aOTf/vi3AlpmdbHQWFYAcrAAAAAAX9+r6054vieXbiaWnhIGnsGsndu3jGuI4x\n3RrqYmqWpv9i3ewoFJ9KLk5a8o8uquTiJGcnQz/ujdFH649Ikp65PUB3tq4pmykt2nZSwVtPFLj/\nhX7N1bt5DUnSjF+OaOVvMZKkaUMCFVDTQ78citX7ayMlSU/1aaJD55L104HzJfPiyonTCel6buke\nzR5ZIvtH4y+gSAIAAACQ375l0i9vF+8Y8ZHS4gekh1dIlaoU71hXMeH2AF1My2Y/FgeUmWPTsM+2\nKS0rVy5OhpY+3kUbI+PUpEYV1arqqlunbpJpStUrVyxwb++AGmpZx1N3Tt+sis5OWvKPm7UxMk51\nq7lJkvp/vFlf/6OLPCq5yLWis9rWq6oZFJLFYu3+8/pu9xkNalfX6ij4E5a2AQAAAPif0zul75+Q\nZBb/WNHh0pLhUk5W8Y91FW/c01J3t61t2fgoPmlZuZIkF2dDLs5OMiUNv7mBpv98RObv394XUgt+\n7zX1q6LtUQnKtZlKz87VwZhk9Wzmq+xcU64VnGUYUkVnQ7mmqQl9m+mjnw6X4Ksqf15fcUCxSRlW\nx8CfUCQBAAAAuOziSemroZffYa2kHN8oLXtEstlKbsw/cXIyNPXBturZzNeS8VF8nAxp9dO3KPzl\nvtpyJF4Rpy+pgbe7BrSprRX/7KbgMR3lX929wH0HY5LUq5mvXCs4qZp7BXVpVF21qrrqWFyKzl5K\n16qnbtHKvTHyr15ZhiHtP5tkwasrPxLTszVp2V6rY+BPKJIAAAAASBmJ0hcPSqlxJT/2geXSqvEl\nP+7vKjg7adaIDmpfv6plGVD0bKZ05/Qt6jLlZ7WtV1XN/KqooouTMnNydc/M/+rLHaf17wfaFrhv\n85F4bYiM07Inumr60Hbadeqicm2XpzBNXnlAd07formbozTh9maauu6wnuzdRDOHtdNDHeuV9Ess\nN34+FKul4WesjoHfUSQBAAAA5V1ujvT1KCnukHUZwoOl9W9YNrxbRWctGN1JAX4elmVA8UjKyNG2\n4xfUs1kNnUvM0Jp95yRJa/efU/Nahf99f7LhqO6cvkUj5+2QYUhR8an5zvdt4ae9ZxLlXtFZAX5V\n9M8vdmtQ+zpyrcCv2MVl8g/7dS6RJW6lAd/lAAAAQHm35nnp+AarU0hbpkpbZ1g2vJd7BX0+rpPq\nebtZlgFFw7tyRXm6Xn5vqUouTurWxEfH4lK07sA5dWlcXZJ0cyNvRcWlFrjXyZCquleQJDWv6aHm\nNT21+Uh83nkXJ0Njuvlr9q/H5FbROW83MSfDUEVnfsUuLkkZOXp1+T6rY0C8axsAAABQvu1dKu2c\na3WK/1n3iuTmLbUbbsnwfp6uWji2sx6YFar4lExLMuDvq+FRSR8+2FZOhiEnw9CqvWf1y6FYhZ1I\n0LSH2mncLQ2VlpmrF5b9JklqXcdLw2+urxe+3asKzk765h9dJEkpmTkavyQib2mbJD3cpYG+DT+j\njGybDsYky5C05l/dtfFQnJIycqx4ueXGugPntWZfjPq1qmV1lHLNMM0SeDeG3wUFBZlhYWElNl5x\nMgyrEziG4vj24++m6JTgjwcAAGCF+CPSnF5SVorVSfIznKUhC6Xmd1kW4cDZJA2ZE6pkigGgVKnh\nUUnrJ/aUp2sFq6OUKoZhhJumGVQSYzHvDgAAACiPstMv74tU2kokSTJzpaVjpajNlkVoUdtT80Z1\nZM8boJSJTc7Uuz9auJ8bKJIAAACAcmn1s1LsfqtTXF1OhvTVMOlshGUROjX01ifD2svFiSnvQGny\n5Y5T2hGVYHWMcosiCQAAAChv9nwl7V5odYrry0ySFt0vxR+1LMKtN/np/cFt2D4BKEVMU3ptxX7Z\nbOzFYQWKJAAAAKA8iYuUVk6wOoX90uKlhYOkxGjLIgxqV1evDmhh2fgACjoYk6Rvd52xOka5RJEE\nAAAAlBdZaZf3Rcou+JbnpVriqctlUpp1S1nGdGuop/s0sWx8AAV9uO6wMrJzrY5R7lAkAQAAAOXF\n6meluINWp7gx8ZHS4gekTOs2B59we4BG3tzAsvEB5HcuKUOf/Xrc6hjlDkUSAAAAUB4cWi1FLLI6\nxd8THS4tGS7lZFkW4Y17WurutrUtGx9AfrM2HVNccqbVMcoViiQAAADA0aVflFb+y+oUReP4RmnZ\nI5LNZsnwTk6Gpj7YVj2a+VoyPoD8UrNy9dH6w1bHKFcokgAAAABH9+PzUsp5q1MUnQPLpVXjLRu+\ngrOTZo/ooPb1q1qWAcD/LNl5Wkdjk62OUW5QJAEAAACOLPJH6bclVqcoeuHB0vo3LBveraKzFozu\npAA/D8syALgs12bqndWHrI5RblAkAQAAAI4q/aL0g4MsaSvMlqnS1hmWDe/lXkGfj+uket5ulmUA\ncNkvh2K19Wi81THKBYokAAAAwFH9+IKUcs7qFMVr3SvS7sWWDe/n6aqFYzvLp0olyzIAuOzt1Qdl\ns5lWx3B4FEkAAACAI4r8UfrtK6tTlABTWvGUdGiVZQn8fSrr87Gd5OHqYlkGANL+s0n6bne01TEc\nHkUSAAAA4GgcfUnblcxcaelY6cQWyyK0qO2peaM6yrUCv2IBVprxyxFmJRUzfsoBAAAAjuan1xx/\nSduVcjKkL4dKZyMsi9Cpobc+GdZeLk6GZRmA8u7EhTSt2V/Ofv6VMIokAAAAwJGcjZB2L7Q6hTUy\nk6RF90vxRy2LcOtNfnp/cBsZdEmAZWZtOmZ1BIdGkQQAAAA4kh+fl0yb1SmskxYvLRwkJVq3T8qg\ndnX16oAWlo0PlHe/nUnU1mO8g1txoUgCAAAAHMVvX0unt1mdwnqJpy6XSWkJlkUY062hnurTxLLx\ngfJu1qbjVkdwWBRJAAAAgCPISr28NxIui4+UFj8gZaZYFmHi7QEacXN9y8YHyrNfD8fpwNkkq2M4\nJIokAAAAwBFs/lBKPmt1itIlOlxaMkLKybIswuR7WunutrUtGx8oz2b/yl5JxYEiCQAAACjrEqKk\nrTOtTlE6Hd8gLXtUslmzb5STk6GpD7ZVj2a+lowPlGerfovR6YQ0q2M4HIokAAAAoKxb97KUm2l1\nitLrwPfSqvGWDV/B2UmzR3RQ+/pVLcsAlEc5NlPztkRZHcPhUCQBAAAAZdmxDdKhlVanKP3Cg6X1\nb1g2vFtFZy0Y3UkBfh6WZQDKoyU7T+tiqnXLWx0RRRIAAABQVpmmtO4Vq1OUHVumWroE0Mu9gj4f\n10n1vN0sywCUN+nZuQoJPWF1DIdCkQQAAACUVQdXSOf3Wp2ibFn3srR7sWXD+3m6auHYzvKpUsmy\nDEB5szD0pLJzrdknzRFRJAEAAABlkWlKG9+zOkUZZEornpIOrbIsgb9PZYWM7SgPVxfLMgDlyYXU\nLP1yKNbqGA6DIgkAAAAoi/Z/J8XutzpF2WTmSkvHSie2WBahZW0vzRvVUa4V+JUMKAnfhJ2xOoLD\n4KcWAAAAUNbYbNImZiP9LTkZ0pdDpbMRlkXo1NBbnwxrLxcnw7IMQHmxMTJWccm8u2VRoEgCAAAA\nypr9y6S4Q1anKPsyk6RF90vxRy2LcOtNfnp/cBsZdElAscqxmfp+d7TVMRwCRRIAAABQljAbqWil\nxUsLB0lJZy2LMKhdXb06oIVl4wPlxTfhp62O4BAokgAAAICyZN9SKf6w1SkcS+Kpy2VSWoJlEcZ0\na6in+jSxbHygPDh8PkV7Tl+yOkaZR5EEAAAAlBW2XGYjFZe4Q9LiB6TMFMsiTLw9QCNurm/Z+EB5\nwKykv48iCQAAACgr9n8nXbBuPx+HFx0uLRkh5WRZFmHyPa10d9valo0POLoVEWeVmZNrdYwyjSIJ\nAAAAKCu2fWp1Asd3fIO07NHLe1FZwMnJ0NQH26pHM19LxgccXVJGjtbtP291jDKNIgkAAAAoC07v\nvDxjBsXvwPfSqvGWDV/B2UmzR3RQ+/pVLcsAOLJvws9YHaFMo0gCAAAAyoLts6xOUL6EB0vr37Bs\neLeKzlowupMC/DwsywA4qi1H4hSTmG51jDKLIgkAAAAo7ZJipAPLrU5R/myZKm2dadnwXu4V9Pm4\nTqrn7WZZBsAR2Uxpzb5zVscosyiSAAAAgNJu51zJlm11ivJp3cvS7sWWDe/n6aqFYzvLp0olyzIA\njuiXQ7FWRyizKJIAAACA0iwn8/IyK1jElFY8Jf1/9u47Pqoq///4686kTJJJIyShhBIIvbdgARsW\nkKZSVZZVsGzRta66u+5XV38urq5tLbuuq2IDQcCGXQSUohIwiHQIIQkJJCQhvc3M/f0RCIQakknu\nBN7Px4MHyZl7z/kM7ZG8Oedzt3xiWQUdW4bwxowhhDr8LKtB5EzzQ0oexRUuq8tolhQkiYiIiIj4\nsg3vQel+q6s4u5luWDADUldYVkKvNuG8+ushOPz1LZyIN1S6PXy3LcfqMpol/SskIiIiIuLL1GTb\nN7jKYe61kJlsWQmJ8S148bqB+NkMy2oQOZMs0fG2elGQJCIiIiLiq3avgr0brK5CDqkohLcnwP4d\nlpUwokcsT0zsi6EsSaTBlm3NxjRNq8todhQkiYiIiIj4qrVvWF2BHK10P7x1NRRmWlbCNQPj+Ovo\nnpatL3Km2F9cSXL6AavLaHYUJImIiIiI+KKKItj8kdVVyPEUpFWHSaV5lpUwY1g8t1+SYNn6ImeK\nJZt1vO10KUgSEREREfFFGz+AqlKrq5ATydkC70yEimLLSrjn8m5MO6e9ZeuLnAnUJ+n0KUgSERER\nEfFFyXOsrkBOZc9amDcNXJWWlfDIuN6M7dfGsvVFmrvNWYVkFZRZXUazoiBJRERERMTX5O2CtNVW\nVyF1kbIUFt0MHo8ly9tsBk9P7scFXaMtWV/kTKDjbadHQZKIiIiIiK/Z8B6gJwk1G5s+gE/usmx5\nf7uNl6cNYmD7CMtqEGnOvtHxttOiIElERERExNdseM/qCuR0rZ0NX//NsuWDAuy8fkMi3WJDLatB\npLlasysPj0fhfV0pSBIRERER8SWZybB/m9VVSH2seBpWvWDZ8uHB/rw5M5F2LYIsq0GkOSqqcLE9\n27rG+c2NgiQREREREV+i3UjN25cPwk/vWLZ8bJiDt2YMpaUz0LIaRJqjdWn5VpfQbChIEhERERHx\nJRvft7oCaRATProdtnxiWQUdW4bwxowhhDr8LKtBpLn5SUFSnZ0ySDIM4zXDMLINw/jliLEWhmF8\nZRjG9oM/RzZumSIiIiIiZ4HMZCjcY3UV0lCmGxbMgNQVlpXQq004r/56CA5/7R0QqYt1aQesLqHZ\nqMu/KrOBkUeNPQAsMU2zC7Dk4OciIiIiItIQ276wugLxFlc5zL22Ohy0SGJ8C168biB+NsOyGkSa\ni505xRSUVVldRrNwyiDJNM1vgbyjhscDbxz8+A3gKi/XJSIiIiJy9tn2udUViDdVFMLbE2D/DstK\nGNEjlicm9sVQliRyUqYJyenalVQX9d3nGGuaZhbAwZ9jvFeSiIiIiMhZqDgbMn+yugrxttL98NbV\nUJhpWQnXDIzjr6N7Wra+SHOxbrf6JNVFox+YNQzjFsMwkgzDSMrJyWns5UREREREmqdtXwCm1VVI\nYyhIqw6TSo8+6NF0ZgyL5/ZLEixbX6Q5+Ek7kuqkvkHSPsMwWgMc/Dn7RBeapvlf0zQHm6Y5ODo6\nup7LiYiIiIic4XSs7cyWswXemQQVxZaVcM/l3Zh2TnvL1hfxdclp+ZimAv1TqW+Q9BHw64Mf/xr4\n0DvliIiIiIichVyVkLLM6iqkse1JgnnTqn+/LfLIuN6M7dfGsvVFfFlhuYudOdaFvc3FKYMkwzDm\nAquBboZhZBiGMRN4HARI6uQAACAASURBVLjMMIztwGUHPxcRERERkfpI/Q4q9c3LWSFlKSy6GTwe\nS5a32QyentyPC7rqtIjI8azbreNtp1KXp7Zda5pma9M0/U3TjDNN81XTNHNN0xxhmmaXgz9bd9hX\nRERERKS52/aF1RVIU9r0AXxyl2XL+9ttvDxtEAPbR1hWg4iv2pRVaHUJPq/Rm22LiIiIiMgp7Pja\n6gqkqa2dDV//zbLlgwLsvH5DIt1iQy2rQcQX7dpfYnUJPk9BkoiIiIiIlYr2Qd5Oq6sQK6x4Gla9\nYNny4cH+vDkzkXYtgiyrQcTXpOYqSDoVBUkiIiIiIlZKW211BWKlLx+E5DmWLR8b5uCtGUNp6Qy0\nrAYRX5KRX0aV25oeZs2FgiQRERERESul/2B1BWIpEz66HbZ8alkFHVuG8MaMIYQ6/CyrQcRXuD0m\naXmlVpfh0xQkiYiIiIhYSTuSxOOCBTdC6grLSujVJpxXfz0Eh7++RRTZlaPjbSejfyVERERERKxS\nWQJ7N1hdhfgCVznMvRay1ltWQmJ8C168biB+NsOyGkR8gfoknZyCJBERERERq2QkVe9GEQGoKIS3\nJ0Cudc3XR/SI5YmJfTGUJclZTE9uOzkFSSIiIiIiVkn73uoKxNeU5MCbV0FhpmUlXDMwjr+O7mnZ\n+iJWU5B0cgqSRERERESskq4gSY6jIA3euhpK8ywrYcaweG6/JMGy9UWslKog6aQUJImIiIiIWMHj\nhvQ1VlchvipnC7wzCSqKLSvhnsu7Me2c9patL2KVrMJyyqvcVpfhsxQkiYiIiIhYIWcLVBZZXYX4\nsj1JMG8auCotK+GRcb0Z07e1ZeuLWME01XD7ZBQkiYiIiIhYYd9GqyuQ5iBlKSy6GTweS5a32Qye\nmdKfC7pGW7K+iFXSckutLsFnKUgSEREREbFC9iarK5DmYtMH8Mndli3vb7fx8rRBDGwfYVkNIk0t\nv9S6nYC+TkGSiIiIiIgVsjdbXYE0J2tfhyWPWLZ8UICd129IpFtsqGU1iDSl/NIqq0vwWQqSRERE\nRESsoCBJTtd3T8GqFyxbPjzYnzdnJtKuRZBlNYg0lQMKkk5IQZKIiIiISFOrLIEDaVZXIc3Rlw9C\n8hzLlo8Nc/DWjKG0dAZaVoNIUzigo20npCBJRERERKSpZW8BTKurkGbJhI9uhy2fWlZBx5YhvDFj\nCKEOP8tqEGls6pF0YgqSRERERESaWo6OtUkDeFyw4EZIXWFZCb3ahPPqr4fg8Ne3lHJm0tG2E9Pf\nehERERGRpqb+SNJQrnKYey1krbeshMT4Frx43UD8bIZlNYg0FgVJJ6YgSURERESkqWVvsroCORNU\nFMLbEyB3p2UljOgRyxMT+2IoS5IzzIEyHW07EQVJIiIiIiJNLWer1RXImaIkB968CgozLSvhmoFx\n/HV0T8vWF2kM+dqRdEIKkkREREREmpLbBUVZVlchZ5KCNHjraijNs6yEGcPiuf2SBMvWF/G2SpeH\n0kqX1WX4JAVJIiIiIiJNqSgLTI/VVciZJmcLvDMJKkssK+Gey7sx7Zz2lq0v4m3qk3R8CpJERERE\nRJqShUeQ5Ay3JwnevR5c1vV2eWRcb8b0bW3Z+iLelF+qPknHoyBJRERERKQpFWZYXYGcyVKWwqKb\nwWPNrjebzeCZKf25oGu0JeuLeFN5lXaPHo+CJBERERGRpqQdSdLYNn0An9xt2fL+dhv/mTaQge0j\nLKtBxBs8pml1CT5JQZKIiIiISFNSkCRNYe3rsOQRy5YPDvDj9RsS6RYbalkNIg3l9ihIOh4FSSIi\nIiIiTalwj9UVyNniu6dg1QuWLR8e7M+bMxOJiwyyrAaRhvAoSDouBUkiIiIiIk2pQEGSNKEvH4Tk\nOZYtHxvm4O2ZQ2npDLSsBpH6cuto23EpSBIRERERaUo62iZNyoSPboctn1pWQceWIbwxYwihDj/L\nahCpDx1tOz79TRYRERERaSoeNxTvs7oKOdt4XLDgRpi2EDoOs6SEXm3C+fruC/U4dWlW4iKDrS7B\nJylIEhERERFpKhWFYLqtrkLORq5ymHst3LAYWvezpITYMAexYQ5L1hYR79HRNhERERGRplJRbHUF\ncjarKIS3J0DuTqsrEZFmTEGSiIiIiEhTqVSQJBYryYE3r1KvLhGpNwVJIiIiIiJNRTuSxBcUpMFb\nV0NpntWViEgzpCBJRERERKSpVBZZXYFItZwt8M4kqCyxuhIRaWYUJImIiIiINBXtSBJfsicJ3r0e\nXHqSmojUnYIkEREREZGmot0f4mtSlsKim8HjsboSEWkmFCSJiIiIiDQVNdsWX7TpA/jkbqurEJFm\nQkGSiIiIiEhTqVCPJPFRa1+HJY9YXYWINAMKkkREREREmop2JIkv++4pWP2i1VWIiI9TkCQiIiIi\n0lTcamosPu6Lv0DyHKurEBEfpiBJRERERKSpGPryW3ydCR/dDls+tboQEfFRflYXICIiIiJy1lCQ\nJM2BxwULboRpC6HjsEZZwjQ9VFXlUVG5n8qKHCorq39UVOZUf16Vi2m6G2Xts1WH9rcSHj4Al6uQ\nTZvvO+Z1p7MHCZ3vpaIiG4ADB9aQtXcRfn6hdO50N3Z7CHsy51NQkARA5073kJb+GlVV+U36PqzS\nscNviIq60OoyfIKCJBERERGRpmLYra5ApG5c5TD3WvjDTxDS0uvTu90e8vPdZGdX4fGE4XS2wel0\n0rKlk+DgYMA8KmjKrv74YNBUUZlDZeV+KiuzcbnUxL5uTNyuUnr2/CcHDvx4nNcN8vO/Z/3PN9ca\njYv7NekZb7Jv32L693ud3btfomXUJeTlrSAn54umKd0HVLaeZHUJPkNBkoiIiIhIU9GOJGlOYno2\nSogEYDcNYmNjiY2NZf/+/aSkpJCUlMSuXbuorKwkJCQEp9OJ0+kkNDQUpzMSp7MdTqeTsDBnzWsB\nAQG43RU1O5oqK3OoqDhid1Ot8Gk/pnn29ik7cGANDkfb077PNKuw2RzYbAGAB8Ow067djccETmc8\n/ftdQ0GSiIiIiEhT0Tci0pxc+nCjTW16TMo351K1t5SQmGAG9x1IYmIiHo+HrKwsdu3aRUpKCrt2\n7cLlcp1wnoCAgJpQ6XDo1B6nsydOp5OI6OrxkJAQbDYbVVUHDh+fOxgyVVRmU1mxv1b4VH1cy2y0\n9++rwsMHkDhkMRWV2ezYMYuSku3s3fsRvXs9S+tWV7Nj5xO0bTuNrL3v4/GUW11ukzLUYrqGgiQR\nERERkaZi09E2aSa6XA4dzm2UqcuKCvG43YT0iMLRJZKStfvIfjEZm8OPwIQIohIiaHPOeQwbNgyX\ny0V6ejopKSmkpKSQmZmJaR4OeCorK8nLyyMvL++kaxqGQXBwcK3QqTp46oXTORSn00lsbPWYw+HA\n46k6vJupcn9N+FRxxM6nyorqcY+nrFF+nZpaUdFGVq66ALe7lKioi+jb5z+s/n4Ebncx63++CQA/\nvzA6dLiFDRt+R/fuf8ffL4zdaa9SWPiTxdU3PsPLR5Pff/99rrnmGjZv3kz37t1JTU2lR48edOvW\nreaaH3/8kTlz5vDHP/6Rtm3bUl5ezq233spdd90FwMMPP4zT6eTee+89WKNxL3AT4ALcwFOmab55\n8LVoIBO4zTTNlxtSu4IkEREREZGmYhhWVyBSBwaMeKjRZg8KDWPXT0mkb9pA3xEjiRjampAhrSjb\nsJ+iZekULU3H8LcR0CGMwIQI2ia0pOPFHRkxYgTl5eWkpqbWBEv79++v05qmaVJSUkJJSQn79u07\n6bX+/v61jtZV/4glNDQBp9NJVIvD43a7HZeruNaRuuqdTfuprMg+/HFlDlVVeT7dQNztLq75ODd3\nGUbXv+HvH1mrmXZ8x9tJTX2J2NixFBVuYO++j+nX92XW/XS9FSU3Kbs9yKvzzZ07l2HDhvHuu+/y\n8MMPA9C5c2eSk5OPuXbKlCm88MIL5Obm0q1bNyZOnEi7du2OviwauAxINE2z0DCMcOCqI16fBHwP\nXAsoSBIRERERaRZ0tE2agz4ToVXvRpl6b0oBUXFO4gcMJjy2FR8+9RhRce1JHD+RmH6dCO4XTfnW\nPAqXZVCx4wAVOw5QCBhBfjg6hROYEEHnhPZ0794dgMLCwlrH4AoLCxtcY1VVFQcOHODAgQOnvDYo\nKOiYXU5OZxeczgGEhobSsmX1WHBwMKbpobIq74iAKeeoI3WHezwdGeo0lYCAllRWVgdzYaF9MQxb\nrRApKKgjgYGxHDjwI6HOnrg95YB5sHfSmc9mc3htruLiYlauXMnSpUsZN25cTZB0KlFRUSQkJJCV\nlXW8IKkVcIlpmoUApmkWAG8c8fq1wD3AHMMw2pqmuae+9StIEhERERFpKnpqm/g6mz9c/BevT+vK\nz8cvMpLo9qF8O3crA0d2oEWbOK599Em++PdzvHX/H+jYfxBDx08irmdvHN1aUJFWSNGyDMo352KW\nuSjbmEvZxlwA7OEBBHaOILBLJL0796Bfv34ANY27d+3axa5duygvb9w+PmVlZZSVlZGTk3PS6+x2\n+3F2ObU42M/JSUR4aM24v78/bnf5CZqHHzxqdzCMqqzMxTSr6lRrr17PEhkxFH//SM4/bwUpu57D\nZlRHAnsy5xITPYq2ba/DNN14POX88ssdte7v3OludqY8DcDefR/Tt+9/aBf3a1J2PVuPX7nmx5s7\nkj744ANGjhxJ165dadGiBevWraNFixbs3LmT/v37A3D++efz4osv1rovLS2N8vJy+vbtW2u8qKgI\nwG6a5s7jrWcYRjuglWmaPxqGMR+YAjxd3/oVJImIiIiINBX72fE/99KMDZwOLeIbNEVGUQZxoXG1\nxso3biIgri0BHTsyeHQ8HzzzE8Mnd6Fjn5aMvesBkj5exLdzZpOavJY2XXswZPxEOg9KpOX0nlTt\nK6FoeQalyTngqe6P5C6opHRdNqXrsgHwiwnCkRBJSOeIEzbuTktLO2nj7sbkdrspLCys046pwMDA\n4+xy6oDT2Qun00lkTGjNLifDMHC5DhwbNlUc0dvpYBi1ceOdJ103Y89bZOx564Sv/7LxDzUfV1Xl\nsnbtpLr/ApwB7PZgr801d+5c7ryz+vdj6tSpzJ07l9///vcnPNo2b948li5dytatW3nllVdwOGrv\njjqyb9gJTAXmH/z4XeBVGhAkGXVY0GsGDx5sJiUlNdl6jUnH272jMf746ffGe5rwnwcREZGzw0/v\nwIe/s7oKkePzD4Y/JENobL2n2Feyj5u/upkPxn+A7YijnGZVFem33krcSy9hczjYvTGXT178mUGj\nOpA4Oh7DZpC+8WcWP/cEpQXVR8patuvAkHET6H7+hdjsdlwHyin+dg8la/ZiVnlOXIQNAtqGEpgQ\nUf2jQxiGn+2UjbubG8MwjrPL6dgfoaGhBAYG4vFUHmwgfqh5eHZN/6bKmmbi1Z+fbU9kq4vzzl1O\nUFDcqS88hdzcXOLi4oiJicEwDNxuN4ZhsHz5csaOHcsvv/xS6/rZs2eTlJTECy+8wOrVqxk9ejSb\nNm2iVatWtZptG4ZRBXQ3TTPl6DUNw1gHxAKHtq+1AXqZprm9Pu9BO5JERERERJpKUKTVFTQev0C4\n8bPqXVc2P9j0ISybBREdYOJr1e89az28fwu4T3AUJzwOfv8DLHscVj0PwVEw9R1whMM3/w+2fFJ9\n3dQ58MndULS36d7f2WDobxoUIgH8e/2/2VWwi1WZqxjWdljNuOHvT2CPHux9+G+0eXwWHXpFMWhk\nB5I+SSU7tYjLZvSkXa++THv8WT5+ahZZO7ayP303n734NCvnv83gMVfT+5LLiRjXmdAR7SleuYfi\n1VmYZcfZYeSByvQiKtOLGqVxt68wTZPi4mKKi0/dT8nf3/84IVMbnM6uJ2ggXnRU8/BDu5wO7Xo6\nFEDlAScJ9c4gfn5Or8yzYMECpk+fzssvH+53feGFF5KRkXHKe88991x+9atf8dxzzzFr1qyjX84C\nXjQMY8rBZtthVO9EWg6EmKbZ9tCFhmH87eBrj9bnPShIEhERERFpKkERVlfQeFwV8MZYqCypDpJm\nfAE7voJzb4PvX4JfFsKYZ2DAdEh69fhzXDELtn99+PM+EyF5bvW90xZWB0ldR1YHUgqRvCsoEoad\n/OjTqaQWpPLBjg8AWLBtQa0gCSBy0iR2jrqSoEEDiZw0icQx8exNKSBtYy7vzVrDyFv7EN2uJVP+\n9jhLZ/+X9V99BkBhTjbfvP4yqxe+y8CRY+k/cgzhl3ck9MJ2lPyQRdGKPXgKK09Yl1nlsaxxt6+o\nqqoiPz+f/Pz8U14bHBx8nNCpG07nIJxO51ENxN1UVuYep3l4dnXYVHE4eLKigbg32e3eCZLmzp3L\nAw88UGtswoQJ/P3vf6/T/ffffz8DBw7kz3/+89Ev5QBLgTUHdydVAU9R3WT7/aOuXUj1Ebd6BUk6\n2lZPOj7lHTra5tua8U5fERER35S9GV46x+oqGp9/UHWQtPguuP49+GcX8Lghbghc9Cd4+5pj7+k+\nGtqdA1Ul1WHUqudh8Eyw+8GG92DKO/DGGJj2PsydAlVlTf++zmSX/q3BQdI9y+7hy91fAuBn+PHV\npK9oGdSy1jW7f30DZcnJdJw7B0fPnpQVVTLvsTWUHKjAz9/GRdd3o9s5rQH4ZdnXLPnfS7iqaodE\nAUFB9L10FINGX4UzsgWmy0PpumyKvs3Atf/0/1wc2bjb0TkCe1h1L7Ombtzd3Njt9lMeq6vdQLz0\niF1O+2v1czqykfjpNBBvKnZ7MBdduMHqMk7KMIy1pmkObpK1FCTVj8IK71CQ5NsUJImIiHhZ0V54\nqpvVVTQewwa3LocWneDH/8Gq5+CmJfCvAdWvh7WFaQvgpXNr3+cfDNM/hLeugvNuPxwkBYbBhP+B\nMwa+eghiukN5Iayf2/Tv7UwW2gb+sK46AKynjbkbuXbxtZgc/gLyjoF3cFOfm2pdV/DJJ2Tecy/+\n7doRv3AB9rAwsnYW8MHT6/C4q+/tc2Fbzp/cBbvdxr6UHXz09CwKc/Yds6bd35+eF1zCkHETiGzV\nBtNjUrZxP0XLMqjaU//dL4cadwd2jiCwczg2h59PNe5ujgIDAwkNDT1l4BQSEgJAVVX+MUfqjtfb\nyeUqaJL6HY44zj9veZOsVV9NGSTpaJuIiIiISFNxnMFH2wBMD/xneHVPoylvQ8vjhGbH+5+qi/9c\nffytsqT2eEUhzJlc/bEjonrHzLxpMPZf1ccEVz0PGWu8/z7ONhfe16AQCeC5tc/VCpEAFm5byMze\nMzGO+J/e0Msuwx4ZSVV6Opl/+jNxLzxP687hnHt1Z1Yu2AHAhuV7yEkvYuQtfYjtlMC0x5/l0389\nSer6dbXmd1dVsWHJF/zyzVd0GXoeieMnEtsngeA+0ZRvz6doaToVKacfNLiyyyjOLqN4VWatxt1R\nCRG0Oec8hg0bhsvlIi0trSZY8uXG3WFhYVx99dU4nU5M02Tt2rX88MMPx1zXsWNHRo4cic1mo7S0\nlNmzZxMcHMzUqVNxOBx88803bNmyBah+0tgnn3xy6LHzp1RRUUFFRcUp+1DZbLaao3WHg6ewg/2c\nnIQ6nThbVb8WEBBQ00D8cMB0RP+mo3Y6eTwVp/+Ld1BAQFS97z0TKUgSEREREWkq/g7wCwLXGX4s\nq7wAUldUH2VzhIPNXn20LazN8XsbtR0EPcfBZX+rvt40wVUOP75y+JoL74Nv/wm9J0JWcvVxt6lz\nqvsySf1FJcCAXzVoih+yfmB11upjxjOKM/g+63vObXN4B5otIIDw8ePJmz2b4iVLyHv1VaJuuon+\nl7Zn784Cdv6UA8DelELm/X0NI2/uRZsukVzzwMOseu8dvn9//jFhpGl62Pb9CrZ9v4IOfQeQOH4S\n7Xv3xdElksr0IgqXpVO+KRfqk/Mcr3F3xzACO0cQlxBN/MXxPt+42+Px8OWXX5KVlUVAQAC33nor\nKSkp5OTk1FzjcDgYPXo0b7/9NgUFBTU7g/r06UNycjK//PIL06ZNY8uWLXTt2pWsrKw6h0inW+uh\nBuJ79568D9qRDcQPh05xOJ3da/Vycjqd2Gw2qqoKDzcPr8iuCZxqwqeDQVRVVT5H/2EJCGh5/CLO\nUgqSRERERESaUlAkFJ2BQVJwFHhc1SGSnwM6XQQrn4Vd30HPq6obZve/DrZ+euy9r486/PFFD1Tv\nTDoyRGrRCUJbw+6V0KpPdchkmtXrSMNc/JfqPlQN8Ny650742oJtC2oFSQARkyeRN3s2ANnPPEtQ\nv34EDxnCJdN7sH9PMQXZ1X8/ygor+fCZZM69pjP9L23P+VN+RWznrnz+4tNUlJYcvRQAu3/+id0/\n/0TrhG4MuWoiCYPPoeWvelKVXUrR8gxKk7PBXf+dQ2aVh4rtB6jY3nwadx/5ZLfKykpycnIIDQ2t\nFST16dOHzZs3U1BQvYOrpKT619ftduPv74+fnx+maWKz2TjnnHOYO9f646V1bSBuGAZBQUHHCZ16\n4HQOwel0EhNd/VpQUBAej4uqqtxax+oCAqKb6F01D+qRVE/qw+Md6pHk23x0d66IiEjz9tK5kL3J\n6iq8L7YXXPUfsNmqeyVtfB+WPwGRHWHia9UBWtbPsOhmcFdCt1HQZgAsPepJRYeCpFXPHx6bNBuW\nPAJ5KRDSsnonUmBY9b2bP2rKd3lmad0fblnWoC+gv979NXctu+uEr/vZ/Ph64tdEBdU+GpQ6bRpl\nSWsBsEe3pNOiRfhFR5O7p5gFjyfhqqr9SPkug2O4+Fc98A+0k5+1h4+e+jv703efsr4WbdsxZNwE\negy7CLufH64DFRR/l0HJmr2Yld5/bL2vN+6OiIjgxhtv5KWXXqKi4vBRr0NH2mJiYggICOCHH35g\n/fr1BAYGMmHCBJxOJ1999RUxMTGUl5ezfv16S+pvbH5+foSEhNTq2xQaGkrXrl1p06aN1eWdlJpt\nNwMKK7xDQZJvU5AkIiLSCF4fDbtXWF2FCExbBAkj6n272+Pmmo+uIaUg5aTX3TXoLmb0nlFrrOCj\nj8i87/6az4MTE2n/+msYdjtbVmex5I3Nx8zTok0Io27tQ0RsMFXl5Xzx8r/YuurbOtUa2jKawaOv\nos+IK/APdOAuqaJ4VSYlqzPxlDZe02y/mGAcCRHHbdx9KFhqqsbdAQEB3HDDDXz33Xds3lz71/fK\nK6+kTZs2vPHGG/j7+zNz5kzmzJlDbm5uzTUOh4NJkyYxb948rrjiCoKCgli1ahUZGRmNXrvVxo4d\ny6BBg6wu46QUJDUDCiu8Q0GSb1OQJCIi0ggW3lTd30fESh2Hww2LGzTF+9vf5/9W/d8pr+sQ1oHF\nV9dey1NRwY4LLsRdcLgZdtTNNxNzz90ALH1rM5tWZh0zV4DDzogbetKpf/VRo3Wffsjyt1/D43bX\nqeag0DAGjBxL/5FjCHKG4ql0U/LDXopXZOAuqKzTHPV2ROPuwIQIAjuEYfjZmqRxt81m47rrrmPn\nzp2sXn1sP6thw4bh5+fHsmXLABg3bhw7duxg06bDuyevuOIKtmzZQlRUFDabjQ0bNjB16lTeeOMN\nr9bqi66//nq6dOlidRknpae2iYiIiIicqcLbWV2BCFz6cINur3RX8tL6l+p07e7C3fyY9SOJrRNr\nxmyBgYSNH0f+m2/VjOX+738EDRhA6CUXM3xqV7LTitifXlx73XI3n728gUFXdGDouE4MvHI8MfGd\nWfzsPyg5cPJeOQBlRYWseu8d1ny8iL4jLmfQmKsJHd4W57mtKf0pm6JvM3DlNFIPMwsbd48fP579\n+/cfN0QC2LJlC1deeSU2mw273U5cXBzff/99zestWrQgNDSU3bt306pVK1wuF6Zp4ud3dkQKYWFh\nVpfgU7QjqZ6068U7tCPJt2lHkoiINHfvv/8+11xzDZs3b6Z79+54PB7uvPNOvvnmGwzDwOFwMH/+\nfOLj4+nYsSNJSUm0bNnyuPd6zZpX4ZO7vTefyOnqPgamvtOgKd7c+CZPJj1Z5+tHdRzFExc+UWus\nYvt2UsaOqzVmCw8nfuECAuLiKMgp471Za6g4wdGzdj1bcPmMXjic/hTn5fLxM4+Tue3YI3EnY/fz\no8fwixkybiIt2rTF9JiUb8qlcFk6VRnFp57Ai2zBfgTGhxPYpfoonH90MNDwxt3t27dnxowZ7Nu3\nr2an05IlSwgPDwfg0Pfo5513HgMGDMA0TdatW1crSJo0aRJLliwhLy+PkJAQpk6dSmBgIEuXLj3m\nmNyZ6P777ycoKMjqMk5KR9uaAYUV3qEgybcpSBIRkeZu8uTJZGVlMWLECB5++GHmzp3LwoULmT9/\nPjabjYyMDEJCQoiMjDwmSDr6Xq/Z/hW8M9F784mcDsMOv10FMfUPR0uqShi1cBT5FafeAXRIgC2A\nJZOWEOGIqDWeeu11lP30U60xR69edJg7B1tAALvW5/DpfzYc/TT2GqFRDkbd2ofo9qG4XS6Wvfk/\nkr84/SN7hmEjIfEcEsdPolXn6iNM5TvyKVqWQcWOA6c9nzfYwwNrjsEdr3F3SkoKqampljXuPlv4\n+/vzl7/8xeoyTqkpgyRbQ242DOMuwzA2Gobxi2EYcw3D0PM3RURERMQnFBcXs3LlSl599VXeffdd\nALKysmjdujU2W/WXwXFxcURGRtbpXq/R0TaxUr+pDQqRAGZvnH1aIRJApaeSD3d+eMx4xOTJx4yV\nb9zIvv/3GADx/aIZcGn7E85blFvOwifXsnlVJnY/P0bM+A2jbrsHv4DA06rPND1s/2EV7/z5Lt57\n9C/s/jkZR0Ik0Tf1Iea2/gT1joIm/g9rd0EFpWv3kT9vK1l//4G9T6/lwEc7Cck2GNx3IFOnTuW+\n++7j5ptvZsSIEXTq1OmsOWrWlEJDQ60uwefUO0gyDKMt8AdgsGmavQE7MNVbhYmIiIiINMQHH3zA\nyJEj6dq1Ky1aLivftgAAIABJREFUtGDdunVMnjyZjz/+mP79+3PPPffw01E7IU52r9dEtKfJvyMV\nAbAHwkV/atAUeeV5vLnxzXrdu3D7wmPGwkaNxHac/jMH5s+n4MPq4OmcqzvTpkvEMdcc4q7y8M2b\nW1j2zhbcLg89h1/MtY8+SXhsq3rVmfbLehY89iDv/Pkutv2wEv82IURN60ns3YMIHhwLdmv+/rqy\nSylelUnum5vIfGQ12S8mU/RVGlHlIQw793ymT5/OAw88wPTp0xk+fDht27bF0HGNBjt0BLCh7HY7\n/fv3r/nx+OOP17yWk5ODv78/L7/8cq17XnvtNfr06UPfvn3p3bs3H374Ib///e/p378/PXv2JCgo\nqGY+INIwjNmGYewyDCP54I9VAIZh3GAYRs7BsS2GYdx1aA3DMB42DKPUMIyYI8ZOeq6z3kfbDgZJ\n3wP9gELgA+Bfpml+eaJ7dLRNjqajbb5NR9tERKQ5Gz16NHfeeSeXXXYZ//rXv0hPT+fJJ5+koqKC\nb775hm+++YZXX32V9957jxEjRtQ62naie73mqe5QdOwTqUQa1Tm/g5GzGjTF4z8+zjub699f6fUr\nXmdwq9qnb/Y+8ij5c+Ycc60RFETHee/i6NqVkoIK5j+2htLCkz9ZLTY+jJG39MYZ6aC8uJhPX/gn\nu35q2PegLdrEMXjcNfQcfgl2Pz/cBRUUfbeHkh/3YlbW7Wlxje3Ixt2OhAj82zgxbEajNO4+2wwe\nPJgxY8Y0eB6n00lx8fHzmZdeeom5c+dit9trnpyXkZHBhRdeyLp16wgPD6e4uJicnBzi4+MBSE1N\nZcyYMfzyyy9A9dE24BdgsWmaC46c3zCMG6jeBHSbYRhRwFZggGma6YZhPAzMAOaapnn/weuLTdN0\nnui9NKhHkmEYdwCPAWXAl6ZpXn+y6xUkydEUJPk2BUkiItJc5ebmEhcXR0xMDIZh4Ha7MQyD3bt3\n1/of+n/+85/s3r2b559/viZIMgyjTvc2yOtXwu6V3plLpC4CQuGO9RASVe8pMoszGfP+GKo8VfWe\nY0ynMcwaXjvMKt+6lV3jrzru9QEdO9JxwQLszhD2bMvnw2eTMT0n/yI1KNSfy2/qTVy3SEzTZPWC\nOaxe+G6Dv7h1RrVk0JXj6XfpKPwdDjylVRSvyqR4dSaekuM3BLdKYzXuPhuNGjWKoUOHNniekwVJ\nw4cP56mnnuK6665j+fLltG3blnXr1jFjxgzWrl2L3W4/5p76BkkHP/8e+INpmj8eDJIAbgAGmqaZ\nd6ogqSFH2yKB8UA80AYIMQxj2nGuu8UwjCTDMJJycnLqu5yIiIiISJ0tWLCA6dOns3v3blJTU0lP\nTyc+Pp5vv/2WzMxMADweDz///DMdOnSo070rVqzwXoEt4r03l0hdnHdbg0IkgBeTX2xQiATw1e6v\nKKgoqDXm6NYNR7++x72+MjWVrAcfBKBt10iGjjv1352yoio+ei6ZdV9Wh7/nTbqeq+/7PxwhJ/y+\nuE6Kc/ez/K1X+e/vb2Tl/HeocJcRdmkHWt2fSPjYTtjDT68vU2PylLoo25jLgQ92su+ptWTN+pG8\n97Zh31lO7049uPrqq7n77ru57bbbuPLKK+nevTsOh1oeH090dLRX5ikrK6t1tG3evHkApKens3fv\nXhITE5k8eXLNeL9+/YiNjSU+Pp4bb7yRjz/+uK5LPXnE0bZjtg8ahtEecAA/HzFcDLwG3FGXBRrS\nietSYJdpmjkHi1kEnAe8feRFpmn+F/gvVO9IasB6IiIiIiJ1MnfuXB544IFaYxMmTOCGG26gRYsW\nVFRUAJCYmMhtt91Wp3vnzJnD8OHDvVNgi87emUekLoJbwrm3nfq6k9iRv4PFKaf/NLSjVbgr+Hjn\nx0zrWXsPQuSkSWSt//m49xR9/jl5bw6gxfTpDLyiA3tTCkn9+eRHtEyPyepFO8lOLeSS6T3oNHAI\n1896lo+eeoyc3bsa9B7Ki4v4fuFc1i5+nz6XXM6gMVcTdn5bnOe0pjQ5h6LlGbiySxu0hrcdatxd\nunYfAH4xwTgSIghJiGBw34EkJibi8XjIysqq2a2UlpaGy+VbO62s4K0gKSgoiOTk5GPG3333XSYf\nbDo/depUZs6cyd13343dbufzzz9nzZo1LFmyhLvuuou1a9fW5Smifzx6R9JBUwzDuBjoBtxsmubR\nj/v7F5BsGMZTp1qgIT2ShlKdWA2h+mjbbCDJNM3nT3SPjrbJ0XS0zbfpaJuIiEgj2foZzNVzaqSJ\nXDELzv1dg6a4/ZvbWZa+zCvlJEQk8P7492uNeUpL2X7BhXhOcPQHf386vvUmQf37U1Faxfy/r6Fw\nf90eex/ZKphRv+lDZKsQqior+Oq/L7D5u6UNfRs1bHY/egy7kCHjJhIV1w7TNCnflEvRsgwq04u8\ntk6jsUFA21ACEyKqf3QIw/CzUVVVRXp6es1RuMzMTBrSGqc5CgoK4v777/fKXCc62jZw4ED27duH\nv78/AJmZmWzcuJEuXbrUui4pKYkbb7yRDRs2AA3qkXQu8AnQ0zTNvQePthWbpvlPwzD+TnUP7AdP\ndrSt3juSTNP8wTCMBcA6wAX8xMGdRyIiIiIichKtjn+MR8TrwtvDkJkNmiI5O9lrIRLAjgM7SM5O\npn9M/5oxW3AwYWNGc+Ddece/qaqKjLvuJn7RQgIjIxl5Sx8WPrEWt8tzyvXy95by3uNJjPh1DzoP\niOHK2+6hdUJXlr35Kh53w3fceNwuNi5fwsZvvyFh8FASr5pE617dCOrVkvKdByhalk7F9gMNXqfR\neKAyvYjK9CKKlqbXatwdlxBN/MXxjBgx4qxs3N2yZctGnX/r1q2UlJSwZ8+emrGHHnqId999l5kz\nZ7J3714GDhwIQHJy8jFHsevDNM3VhmG8RfUxtqMf4/g0sIZTZEUNOdqGaZoPAQ81ZA4RERERkbNO\neFsIjoLSXKsrkTPdRQ+AX8N69zy37jkvFXPYe9veqxUkAUROnnziIAlwZWWRee8faffKf4luH8qw\nyV1YPmdrndarKnfz+cu/MODy9pxzVWcGjBxLTMfOfPzs45Tk5zXovdQwTXas+Z4da76nXa++JI6f\nSMd+A3F0jqByTzFFy9Mp27AffHxTj1nloWL7ASq2H6CQ2o27O3duT/fu3YGzo3F3TEyM1+Y61CPp\nkJEjR+JwOLj66qtrXTdhwgSmTp3K9OnTuffee8nMzMThcBAdHc1//vOfuiz1pGEYDx7xeeJxrvkH\nsO7gDqQapmnuNwzjfeCuky3QoKe2nS4dbZOj6WibbzvLdq6KiIg0rTfHQ8oyq6uQM1l0D/jtKrDV\n+xlLrNizgt9+/VsvFlXNYXewZPISwgLCao3vmjCR8o0bT3pvy9//nujbq3s+ff36Jrb+sPe01o7r\nHsnlN/UiyBlAyYF8Pn7mcfZsOfma9RUT35nE8ZPoOvQ8DJsN1/4yir7NoGTtPnA3zy+27eGBNcfg\nHAkR2EMDANi/f3/NbqXU1FTKy+t29NCXjR49miFDhlhdRp0YhrHWNM3BTbKWgqT6UVjhHQqSfJuC\nJBERkUb05V9h1b+srkLOZFPegR5j6n27aZpMWTyFzXmbvVjUYX8e+meu7X5trbH8efPZ+9ApDr3Y\nbLR7+WWcw4dRVelmweNJ5GWWnNbazshARt7ah9iOYXjcbpa/9SrrPvvodN9CnUW2bsPgsRPodeEl\n2P38cRdWULRiDyU/7MWscHttHXt4AJGTu1WHO6ZJyY97KV6ZWesaI8iPFhO7YG8RBC4PeQu24dpX\nii3En6hf9cDm8KPgy92Ub6reMRk1vSf57+/AU1R53DUPNe4OTIggsFM4NoffGdO4e+bMmbRr187q\nMupEQVIzoLDCOxQk+TYFSSIiIo1owwJY2LDeNSInFDcEbvq6QVN8tusz7vv2Pi8VdKyukV1ZOG5h\nrTFPSQnbh1+Ap/TkTz2zR0YSv2gh/q1bc2BfKfNnraGq/PQCGbufjeFTutBreFsANq9czpcv/wvX\nwac6NgZnZAsGjr6KfpeNIsARhKfMRfHqTIpXZuIpqWrw/LZQf+yhAVRllmAE2Im5vT+5b22u9RS5\n8FHxeCrdFC1Jwy86iIjxCez/3wac57XBrPJQuj6HljN6kfOfn3H0aIF/GydFS9LqWMDJG3cfCpaa\nQ+NuwzD405/+REBAgNWl1ElTBkn13+MoIiIiIiL1p4bb0pgufbhBt7s8Ll746QWvlHIi2/K38XPO\nz7XGbCEhhI2+8pT3uvPz2XPnXZhVVUTEBnPJr3qc9vpul4dl72zlm7c2467y0OP8C7nu/z1FRKvW\npz1XXRXn5/Ht26/xyu9uZOW8tyivKiHskva0fmAIEeM6Y49oWD8rT1EVVQd3Z5mVblw5ZdjDagch\nfrHBVOyobv7tyinDLzIQm9Mf021i+Nsw/IzqPk42cJ7fluJvM06jAGqadu9/ZQOZf1tNzqsbKFu5\nl7iAaEZcMoKbb76Z+++/nylTppCYmNjoDa3rKyoqyqshkt1up3///jU/Hn/8cQA6duxYq3H5smXL\nGDOmeifh7NmziY6Opn///nTv3p1nnnmm1pz//e9/6d69+6G+VT0Mwxh26DXDMJYZhrHVMIz1hmGs\nNAyj21HjyQd/1HrCW100qNm2iIiIiIjUU1QC+AdD1cl3Xoicts4joOOwU193Eou2LyKtqI67UBpg\n4faF9I2uHapGTJ7MgfdO/b1t2fr17PvHE7R68C8kDIoha0ccPy89jdDjoM0rs8jNKGbkrX2Ibt+R\nabOe5dMXniJl7Y+nPVddlZcU8/2ieSR98gG9L7qMIWOvIey8NoQMbU3p+myKlmfg2tewfxvskYH4\ntwmhMr2o1nhVVjFBvaOo3F2If5wTe4QDe3ggpcnZtLi2O8EDYyj4LBXnOW0oXbcPs+rUT8Y7kZM1\n7k7o3IEePaoDQF9s3N26tXcDxaCgIJKTk0/7vilTpvDCCy+Qm5tLt27dmDhxIu3atWPx4sW8/PLL\nrFixgpYtW2IYxm5gjmEYiaZpHmocdr1pmkmGYdwCPAmMO3K8vu9FQZKIiIiIiBVsNojtBRlrrK5E\nzigGXNqwB2uXu8r5z/o6PR2qwT7b9Rn3DbmPEP+QmrGgPn0I7NmDik2n7s2U//bbBA8cQNiVV3Le\nxASydxeyN+X0Q4js3UXM//saLp/Zi3Y9WnDVH//KD4vmseq9OZhm/YOUU3FVVJD8xWJ+/vozup93\nAUPGT6TlwA4ED4ihfHMeRcvSqUwrOvVERzECbERd34MDH6cc04OpaFkGEWM7EfOHAVTtLaEqsxg8\nJmaFm9zZ1U3HjSA/Qi+MI/ftTURck4AtyJ/i7zLqVcuRPKUuyjbmUraxuv/SkY27eyf0oF+/foBv\nNO5u1apVk695MlFRUSQkJJCVlUW7du34xz/+wZNPPnnkjq5SYCHwe+CvR93+LXCnt2pRkCQiIiIi\nYpVWfRUkiXf1uhpa92vQFG9vfpucshwvFXRyZa4yPkn5hMndJtcaj5w0ib1/e6ROc2Q9+FcCu3cn\nsFMnrri5N/MeW0N58en3GyovruLj59czdFw8g0Z25JwJU4nt3IVPn/8n5cUNC1BOxeN2s+m7pWxa\nsYzOgxJJHD+JNj27E9QzioqUAoqWp1O+Nb9uk9kMoqb1pDQ5h/KDgc2RzAo3+Qu213ze6v4huPJq\nBzVhI9pTuDSd4H4xVO0ppjQ5h6jpPdn/yoYGvc+juQsqKF27j9K1+4DDjbtDEiIY3HcgiYmJtRp3\np6SkkJ6e3iSNu729I6msrIz+/fvXfP6nP/2JKVOm1Pn+tLQ0ysvL6du3egffxo0bGTRo0NGXJQG/\nPs7tY4Ejf/PeMQyj7ODHX5mm+cc6F4KCJBERERER68QNgaRXra5CzhQ2P7jkwQZNUVBRwGu/vOal\ngupmwbYFxwRJYWPHsu+JJzHLyk5w12Ge0lL23HEHHefPxxkZxOUzevHx88n1enCM6TH5/oMUslOL\nGHFDD+L7D2LarGf46KlZZKfuPP0JT7sAk51JP7Az6QfievQm8apJxPcfRGCncCoziylankHZhhw4\nySapyIldqMoupXjFnuO+bjjs1cfV3CYhQ1pRsaug1q4lvygH9tAAKncVENAmpPpaEwy/xm+x7Mou\npTi7lOJVmdWNu+NCCewcQVRCBG3OPZ/hw4c3SeNuu91OXFycV+c80dE24zhPizpybN68eSxdupSt\nW7fyyiuv4HA4TraMQXWHq0MOBUapwO1HjOtom4iIiIhIsxQ/3OoK5EwyYBpEdW7QFK/98hpFlY27\n++Zom/M2szF3I72ietWM2Z1OwkaNomDRojrNUbF9B1kPPUTbJ56gXc8WDB4dz5rFu+pdU0pyDnmz\nShh1ax9atGnF1EefYMn/XmLj8iX1nvN0ZWz+hYzNvxDdsROJ4ybQ9dxhRF3bHdflHSj6NoOStfvA\nVTtACegQRsjAWCqzSoj5wwAACr9IrWniXfLDXvxjgomc3A08Jq7sUvIWbq81R9gVHSn8IhWgZieS\n8/w2FH61u/Hf9JE8UJlWRGVadfNuw99GQMcwHAkRxHWOJv6SeAybQXl5Obt27arpsXRk4+r6atOm\nTZM9rS0qKor8/PyaI2p5eXm1GpAf6pG0evVqRo8ezahRo2jVqhU9e/Zk7dq1XHLJJUdONxDYdMTn\nDQqMTsRoykfuDR482ExK8vp7sIQeMe8djfHHT7833uPjT+QUERE5MzzXH/Lr/w2vCAB+QfCHnyCs\n/sdxckpzuHLRlZS7m74fzcSuE3no3Nq9ncqSk0mdeu1pzdPq4YeInDoV02Oy+IX1pG3Ka1Bd/oF2\nLpneg4RBMQCs/+pTls7+L+4mOFp1tIjY1gweew29LroUP39/3EWVFK/YQ/H3Wcf0QTob2IL9COwU\nXt1jqXME/tHBQO3G3SkpKRQVnX4wOnz4cEaMGOHVep1OJ8XFxceM33vvvQQHB/PII4/gdruZNGkS\nV111FdOnT2f27NkkJSXxwgvVT1C84447CA4OZtasWXz00Uc8+uijfP7550RFRWEYxiYgFBhqmmaW\nYRjLgHuPDpJONH46FCTVk8IK71CQ5NsUJImIiDSBj26HdW9aXYU0d+ffAZfVrafQiTy6+lHmb5vv\npYJOT4h/CN9M+oZg/+Ba4ynjxlOxbVud5zECAugwZw5BvXtRXlzFvMd+pDi/osH19b+0Hedek4DN\nZpC5bQsfPzOL4rxj+w81hZCISAZeOZ7+l19JQFAwnnIXxauzKF65B089ekOdKQ417nYcbN5tD63e\nUVSfxt2/+tWv6Ny5Ybv7jqnPbqdPnz41n48cOZLHH3+cgoICfvvb37Jx40ZM06wZt9lsxwRJmZmZ\nDBw4kO3btxMaGsq///1vnn32WQzDYOvWraXAKNM0v4UTB0YHx1sDh86N7jdN89LTeS8KkupJYYV3\nKEjybQqSREREmsDP82HRzVZXIc2ZIxzuWA9BkfWeIq0wjfEfjMdlNv1Om0MePvdhJnSdUGss7623\n2ffYY6c1j3/btsQvWog9PJy9uwp4/5/r8Lgb/oVt264RXH5Tb4LDAigtOMDiZ/9B+ibvNp8+HYEh\nIfS77EoGXTme4PAIzCoPJUl7KfpuD+68pt9V5msONe4OTIggsFM4NodfnRp322w2HnjggSY72uYt\nhmGsNU1zcJOspSCpfhRWeIeCJN+mIElERKQJFGbB092trkKasxH/B8PvadAU9y2/j89SP/NSQfXT\nO6o3c8fMrTXmLixk+wUXYp7m49+dF11E3L9fwjAM1n+Tzor52099U13mjQzkilt60yo+HI/bzbdz\nZrN28ftembu+/PwD6HXxZQwZew3hMbGYHpOy9TkULU+nam+ppbX5jCMadwcmRBDYIQzDz3bcxt1x\ncXHMnDnT6opPm4KkZkBhhXcoSPJtCpJERESayPODIHeH1VVIc+RsVd0bKSD41NeewJa8LUz+eDIm\n1n/x997Y9+jeonawmnn/AxR8+OFpzxV91120vPUWAL743y/sSMr2So02P4Phk7vS+4K2AGxd/R1f\n/OdfVJWf+glzjclmt9Pt3OEkjp9Iy/YdASjbkkfRsnQqUwstrc3XHNm4O7BzBP5tnDWNu4uKioiO\njra6xNOmIKkZUFjhHQqSfJuCJBERkSby8Z2w9nWrq5DmaPRTMOSmBk3xm69/w8o9K71UUMNM6TaF\nB895sNZY6dq17L5+2ulPZrfT/tVXCTlnKJXlLhY8nkS+F3fodD+3FRde1w0/fzu5GWl8+M/HyM/a\n47X5680w6DRgMInjJ9G2e08AKlILKFqWQfmWhjUfP1Md2bg7ZFAshr/d6pJOW1MGSbamWERERERE\nRE4ifrjVFUhz1KITDLyhQVOs2bvGZ0IkgE9TPqXMVXtnT/CgQQQk1KPxsdvNnnvvpSo7mwCHH1fc\n0hu/QO8FBFtW72XRk+so3F9GVFx7rv/7MyQMOcdr89ebaZKybg3vPnQf7z50Hynr1hDYMZyWN/Qi\n9s6BBPWPVhJwFE+pi7Jfcin4NBVs2plwKvrjIyIiIiJitY4KkqQeLv4L2P0aNMVz657zUjHeUVRV\nxOe7Pj9mPHLSpHrN596/nz13343pchHVxslF13VraIm15KQVMX/WGtI25hIYHMy4e/7CsKnTMWy+\n8a32ni2beP8ff+PNP97G5hXLsMc4iJranVb3DiHknNbg5xt1+orAzuEYdv2anIp+hURERERErOaM\ngVZ9ra5CmpNWfaD3hFNfdxLfpH3D+pz1XirIexZsX3DMWPj48Rj1fIpWWdJasp9+BoBuQ1vRa3ib\nBtV3tIoSF4tfWE/Sp7sAGHr1ZCb86RGCQsO8uk5D5KSl8unz/+S1O24h+YtPwGkj8qoEWj8whNCL\n2mE4mt9Rrsbg6Fr/Jx+eTRQkiYiIiIj4gh5jra5AmpNL/q9BzUE9pofnf3reiwV5z885P7M9v/ZT\n1uwREYRefnm958x77TWKvv4agOGTuxLdPrRBNR7NNOGHj3bx6b83UFHmokPf/kx7/FliO3Xx6joN\nVZC9jyWv/ZtXbpvBD+/Px2WrInxkR1o/kEjYyI7YQv2tLtFSCpLqRkGSiIiIiIgvUJAkddXhfOha\n/1AFYHHKYnYc8N0nBS7YduyupIjJ9Tvedkjmn/5MZVoadn8bI2/pTWBww44FHk/qz/t5b9YacvcU\nE9YyhqmPPEHvixv2e9UYSgsOsOLdN/nv727k2zmzKSsvIuyidrS+P5GIqxOwRzmsLrHJ+UU58IsK\nsrqMZkFBkoiIiIiIL4jpAVEJVlchzcGIhxp0e5W7ipeSX/JSMY1jccpiyl3ltcZCEhMJiI+v95ye\noiIy7rgTT0UFYS2DuPTGntAIfZULsstY8MRatq/Zh5+/P1f85g9cdstt2P19b7dPZVkpaz5cwP9u\nm8lXr7xAQW42zqGtaXXPYFpc2w3/1iFWl9hkArUbqc4UJImIiIiI+IruY6yuQHxd11HQfmiDppi/\nbT57in3gMfUnUVhZyFe7vzpmPGLixAbNW7F5M3sffRSAjn1aMvCKDg2a70RcFW6+fHUj383fhsft\noe+IkUx9+B+ERkU3ynoN5aqq5OevP+e1O29h8XNPkJO2i+B+McTeMZCoG3sREO87/Z4ai4611Z1h\nmmaTLTZ48GAzKSmpydZrTA04jixHaIw/fvq98Z4m/OdBREREADKS4H8jrK5CfJVhg9+shNie9Z6i\ntKqUUYtGkVee58XCGsfAmIG8MeqNWmOu/Hx2XHAhZlVVg+Zu/dhjREy4Bo/H5KPnfmLP1gP/n707\nj4uqbP84/jkzzLDvoCiLKC4IiKi45q6ZueOCmtljZWZpuaSZrdavNLNyaddK6zFxN7cWl1xKfUpU\n3BdcUEFUVERB9jm/P0xyAheYgRnwer9e/OF9zrnv78iAr7k893VMmu+ua9V05ZFnwnB0teXGtTTW\nzvyAMweK1+Rcq9PRf9JUtDodGo2G+D+3sX3JgkLn1W7Wkhb9HkNVVVJOn+KnTz7EvYovXV8cj6LV\nsmHOZyTHH0HRaOjz6jv8+MH/kZeTXeSa1SMa0aRnP/xCwgDIPn2N65vPknXkClSwzwmKTkOVN5qh\n0ZffpuOKouxSVTWyTNaSQlLJSLHCPKSQZN2kkCSEEEKUMVWFj0Pg+jlLJxHWKHwA9P7KpCm+2PuF\n1W9ru93Kniup4VbDaCxp7Fiu/fSzSfMqdnYELlqIXZ063LiWw+L3/iIjLcekOe/G0VXPI8PqUSXI\nFYMhnz8W/pedKwv3gbobna0dudlZaLRaBrz9AZu+m01y/NGC424+Vek+egKL/+9VsjMysHdxJfNa\nGm0GDyUhLpa0lIu0euw/rP54Cg06dyP7xg0Obf3tnutWrV2XJr36UqNhExRFIfdCBtc3J3JjbwoY\nKsYHBvtwLzwfq2vpGCYpy0KSbG0TQgghhBDCWigKBHe1dAphjbR6aPeqSVOkZqXy/cHvzRSobCw5\ntqTQmFs/05puA6hZWSS9OIr89HQcXPR0GhqGRlN6/yOdkZbDjx/vZt+mRDQaLa0fG0KPsa+it7//\n5s652Td7Rmm0NmhstPz7ppDwDo8Qt24t2RkZAGReSwPAkJ+HjV6PztYWQ34+tg6O1GjY5L6KSADn\njh3mxw/+j+/Hj+TQ75vQetnh0b8OPuMjcWxeBUVX/ssKDvWtc8uhtSr/33EhhBBCCCEqkrrSJ0kU\nodGT4G5aP585++eQnptupkBlY83JNeTkG98p5NCsGbpqASbPnXP6NMkTbxbnqtZyo2mvGve4wjSG\nfJXfFx1jw9xD5OXkU6tpCx5772M8fP3v63pF0TB46iyemzOf0/viOH/8mNFx9ypVca/iy4B3PmDg\nux8SWL8hAHG/rqVR1yg6Dh3BnysW06zPQP5csbjY+S+dPc3Pn37EN6OGseeX1aiOCu49a+IzoTHO\n7fxR7MymIJP5AAAgAElEQVT/FLyyoNhpsavjYdIc58+fZ8CAAQQFBRESEkKXLl04duwY9vb2RERE\nFHx9//3NQm5gYCB9+vQpuH7p0qUMGTKEuXPnFpyr1+upV68eERERvPLKK8ybNw9vb28iIiIIDg5m\n+vTphV+LouxVFCXmX2PzFEUxrbnYv0ghSQghhBBCCGtSrSXYm/ahRlQweidoPd6kKc5nnGfRkUVm\nClR2rmZfLdR0W1EUk5tu33J9/Xouz50HQMNO1ahe38ss897N0T/Ps/SDXaSlZOLp68+gyR9Tu+lD\n97xOVQ38d8KLzH5uCD41a+Ppb1xYVDRa3HyqsvjtiaydOY1Oz76IrYMj1y+nsPidicS8MY687Gyc\nPDy4ci6RR0eMpduol3GvUrVY+a+lXOC3uV8xZ8RT/G/5InKVHFwfCaTKxMa4dqmOxllfrPkszT7U\nC8Wm5KURVVWJioqibdu2nDhxgkOHDjF58mQuXLhAUFAQcXFxBV9PPPFEwXWxsbEcPHjQaK4nn3yy\n4NyqVauyadMm4uLieP/99wHo378/cXFxbNu2jffee4+zZ8/efrkdN2s8rRVFKdXH7UkhSQghhBBC\nCGuitYGw3pZOIaxJs+fBybStN5/FfUaOofR6AJWmpccK9xJy690bdDqzzH/xo4+4sXs3AB2GhODi\nff/bzUrqcmI6S6bsJGH/JfR29nQfO5HWg55E0dz7I3r2jQwSD+2n+t93HN2SfuUyJ2L/hyE/n2sp\nF7hyLgm3fxWJWg4YzLZF82nQuTuH/9jM9iULaN73sRK9hsxraWxb9F/mjHiSLfO/5caNazi39qPK\nhMa49a6JjVfp/z2ag6nb2jZt2oROp2P48OEFYxEREfj73/1Os3HjxjF58uQSrenp6UnNmjVJTk6+\nfdgD+C+wDuhRoonvkxSShBBCCCGEsDYNBls6gbAW9h7Q4gWTpjh59SSrT6w2U6CyF3shloS0BKMx\nG09PnNu1M88CeXkkjR5D3uXL2Nrb0HlYGNoy6PuTfSOPtZ/v4681p1BVlcY9+tD3tf/D3sW10Ln2\nzi7YOty8ycRGpycgLIIr5xKNzjm+cwf+oeEF53tUqUrahfMFx/3qhnH9yhWunj+HztYWVVUxGAzY\n6G1Neh05mZnErl7O1y88zbrZn3D10nmcmlSh8thGeDwWjM7XyaT5S5PGUYdtkJtJcxw4cIBGjRoV\neezEiRNGW9t+//33gmPR0dHs3r2b48ePF3vNM2fOkJWVRXh4+O3DHsAiIAYYWOxJi6F8bmIUQggh\nhBCiIqsaAT714Px+SycRltZqLNi5mDTFJ3s+IV/NN1Mgy1gWv4yXIl8yGnOLjub6unVmmT/v4kWS\nxo0j4Jtv8PZ3pvWA2mz67xGzzH1XKuxcc4qLp6/RcUgIAWH1eXzKDFZPn2LUA8nR3YNHnx+DotGg\naDQc3fE7J3fvpEW/QVw4Gc+JXX+RsHc31cIbMuSjzzEYDGz5YS5Z6dcL5mjWuz+rZ9zcIrVv4y90\neWEcGo2WDd+Y5yl++bm57N/4Kwd+W0+tZg/RpGdfKocH4RDuTdaxVK5vPkv2yTSzrGUu9vW8ULSl\n12T91ta2omi1WsaPH8+UKVN49NFH72u+RYsWsWnTJo4ePcqcOXOws7MDYOfOnQB5qqqeVhQlEfhW\nURR3VVVTzfNKjCn/7vRemiIjI9XY2NgyW680ySPmzaM03n7yvTGfMvz1IIQQQoh/+9+X8MsES6cQ\nluTiBy/sAp1diac4cOkAA9eW6s0JZcLDzoMNfTeg0/6znU1VVU483IncxMS7XFk8nsOfpdLo0QBs\n/P4wR7Yn3+MK83HxsuPR4fXw8nMmPy+X3+Z+xb4Nv5TZ+qWhWngDmvbqV3CnVPaZa1zfnEjW4ctg\nBZ81vJ+vj22AaYXajRs38vbbb7N161aj8YSEBLp168aBAwcKXRMYGEhsbCyurq6EhITw3HPPsW/f\nPubNm1foHC+vm3275s2bR2xsLJ9++ik7duyga9euHDp0CB8fH8aOHcv06dPzgVs/DB7AWFVVv1YU\nZR6wRlXVwntES0i2tgkhhBBCCGGNwqNBa9qWE1HOtZ1gUhEJYMauGWYKY1lXsq6w8cxGo7GbTbf7\n3OGKkrn81WzSt2wBoM2A2nj6ld22rGuXslg2dRdH/zyP1kbHw8+M5JHho7DRla/m1bc7vW8Pi995\nlQWvv0T8zh3o/Z3xeiKEymMa4dCwEpTi3UD3YlPJweQiEkD79u3Jzs5mzpw5BWM7d+7k9OnT97xW\np9MxZswYZswo3s9p8+bNGTx4MDNnzsRgMLBkyRKAg6qqBqqqGgj0pBS3t0khSQghhBBCCGvk4AHB\nXSydQliKV22IGGTSFNvPbefP83+aKZDlLY0vfEOFa+/eYGPGji2qyrmXJ5CblISNXkvnYWHo7bTm\nm/8e8nINbJh7iK0Lj5GfbyCs3cMMeOcDXLwrlVmG0pAcf5RVH77HvJee5+CWjWg89HhE18FnfCRO\nLaqilEFPqn9zjKxslnkURWHFihWsX7+eoKAgQkNDmTRpElWrVi3UI2nWrFmFrn/66afJy8sr9roT\nJkxg7ty5rF27Fl9fX4Dc2w5vBUIURany95+/UhQl8e+vHSV4mUZka1sJyfYp85CtbdZNtrYJIYQQ\nFnZ8I8yXJ7g9kKK/h5CeJb5cVVUGrh3IwcsH731yOaGgsDZqLf4uxk/DOjtyJOkbNt7hqpKxq1eP\nwB/mo+j1nNhzkV++Krw9qbRVCXLlkWFhOLraknn9GmtnTeP0vj1lnqM0OHt5E9ktinrtO6GztSM/\nI5f07efI2HEOw43iF1WKTaNQZWITtM7l926vf1MUZZeqqpFlsZbckSSEEEIIIYS1qtEOXO/+CGlR\nAVVtaFIRCWDd6XUVqogEoKIWeVeSe3S02dfK2r+fC+/fbEwd1KAS9TuW/c9h8ok0Fr+3k3PxV7F3\ndqHPxLdpGhVdIf7n/PqlFDbNm82cEU+xY2kMuWo2rg9Xw2dCE1y7VkfrUroFHrs67hWqiFTWpJAk\nhBBCCCGEtdJooH75b5QsiqnjJJMuzzPk8emeT80SxdqsPL6SXEOu0Zhjy5bYVK1yhytKLnVBDGmr\n1wDQIiqIKkGuZl/jXm5cy2Hl9D3s3XgWRaOh5YAn6PnSa+jtHco8S2nIvH6N7Ut+YPaIJ9n8/ddk\nZKTi3MoPn5cb496nFjbe9qWyrrm2tT2opJAkhBBCCCGENWs4GJSy69EiLKxGW6jRxqQpfjz+IwnX\nEsyRxupczrrM5rObjcYUjQa3PuZtun1L8ltvkX38OBqthkeeCcPeWXfvi8zMYFD5Y0k86745SG5O\nPjUbN2PQ5Ol4+gWUeZbSkpuVya61P/LNC0P59ctZpF5MxrGxD5XHNMJjUF10Zmx6rnHSYRfsabb5\nblmxYgWKonDkyBHg5lPbFEXhjTfeKDjn0qVL6HQ6Ro4cCcCkSZPw9fU16qN09epVNm/ejKurKw0a\nNCA4OJhx48YVzDFv3ryC6wG+//57wsLCAEIVRTmkKErByYqi2CiKcklRlCnmfK1SSBJCCCGEEMKa\nuQVA3e6WTiHKhAId3jJphuz8bL7Y+4WZ8linpccKb29z69sXtOYvuKo3bpA4ajSGjAwc3Wzp9HSo\nxXaWxe+8wLKpsVy9eAOPqr4Meu9jajdvZZkwpSQ/L48Dm9Yxb+xzrPp4MhcTTuBQz4vKIxvg9XQY\ntjXdTF7DMdIHpRSeFhcTE0PLli1ZuHBhwViNGjVYs2ZNwZ+XLFlCaGio0XVjxowhLi6u4MvN7eZr\nbNWqFXv27GHPnj2sWbOGbdu2FVrz559/ZsaMGaxbtw7gINAQSLvtlE7AUSBaUcz3zpVCkhBCCCGE\nENbuoRctnUCUhZAe4NvQpCkWHF7AxRsXzRTIOu04t4Ok9CSjMV3lyji1Kp2iSs6JEyS/ebPA5xfs\nQZPu1UtlnftxOSmDJVNiObXvEjo7O7qPnkCbwU+jKYUimiWpqoH4P7czf+Jolrz7Oqf3x2FXyx3v\nofWoNCIC+1BPKElZRKvg1KKq2fOmp6ezbds2vvnmG6NCkr29PXXr1uXWQ8cWLVpEdDF7etnb2xMR\nEUFSUlKhY1OmTOHDDz+katWbr0lV1SxVVefcdspAYCZwBmhWzJd1R1JIEkIIIYQQwtr5NoJqD1k6\nhShNihbav3Hv8+7ies51vjnwjZkCWS8VlWXHlhUadyuFptu3XFu7lis//ABAo0cDqRZm/q1R9ysn\nM4+fvtjHn6tOohpUIrtF0ff1d3FwNf1uHWt0Zn8cS999nR9eHUP8n9vR+TnhOTiEymMb4RBZGYpx\nd5FDRKVSaeT9448/0rlzZ2rXro2Hhwe7d+8uODZgwAAWLlxIYmIiWq22oOhzy/Tp0wu2tbVr167Q\n3KmpqcTHx9O6detCxw4cOECjRo2KzKQoij3QAVgDxHCzqGQWUkgSQgghhBCiPGghdyVVaBGPgVct\nk6aYe2Auadlp9z6xAlh5fCV5BuPHxDu1aY2Nj0+prXnx/alk7tuHoih0fDIEZw+7UlvrnlSI/SmB\nNZ/tJSsjF/+Qejz+/gyq1A62XKZSdv5EPKs+nsy8sc+xf9M6NO56PPrWxuflxji19EXR37u84dzK\nt1SyxcTEMGDAAOBm4SgmJqbgWOfOnVm/fj0xMTH079+/0LW3b23btGlTwfjvv/9OeHg4Pj4+dOvW\nDZ/iv7e7AZtUVb0BLAOiFMU8DfekkCSEEEIIIUR5UPsR8Kpj6RSiNNjYQduJJk1xKfMS8w/PN1Mg\n63cx8yJbErcYjSlaLW69e5fammpuLomjR5N/9Sp2jjoeGRaGxsZCDZP+dubgFZZM2UnKmes4e3jR\n/60p1O/U1aKZStuVc4ms+3IWX784lF1rf0S1VXHrVoMqrzTBpWMAGgebIq+zre2OzsfR7HkuX77M\nb7/9xtChQwkMDGTatGksWrQIVVUB0Ov1NGrUiI8++og+xWgK36pVK/bt28f+/fv54osviIuLK3RO\naGgou3btutMUA4GOiqIkALsAT6DwLU8lIIUkIYQQQgghygNFgeYjLJ1ClIbGQ8HVtDslvtr7FZl5\nmWYKVD4Uub2tbx/QlN7H3LxzySS9/DKqqlI50IWWfU27i8wcrl3KYvm0XRzZkYzWRkfHp5+j8/Nj\nsNHbWjpaqUq/fInN33/N7BFPsn3JD2TnZ+LSsRo+rzTBtVsNtK7Gr7+07kZaunQpTzzxBKdPnyYh\nIYGzZ89SvXp1EhMTC8556aWXmDp1Kp6exd8SWbt2bSZOnMjUqVMLHZs4cSIvv/wy58+fB0BRFFtF\nUV5UFMUFaAkEqKoaqKpqIDACM21vk0KSEEIIIYQQ5UX9AeBU2dIphDnZukKrl0yaIvF6IkvjCz/J\nrKLbdm4b5zPOG43pqlbFsWXp9hPL2Po7l764+WS8em39qNX4/n4mFQWiX21M1+fDCx3T2Ch0GhrK\n4+80o++ERjh73tw25xPkSv/Xm9D3lUhcve0B0Nvb0P2F+kbX5+Ua2PjdYTYvOEp+noHQNh0Y+H/T\ncK1U8X9fZKVfZ8fSGOaMeIpN82aTfu0Kzi198Xk5Eve+tbGpZI+uiiN2tdxLZf2YmBiioqKMxvr0\n6cPkyZML/hwaGsp//vOfIq+/vUdSREQECQkJhc4ZPnw4W7du5dSpU0bjXbp0YcSIEXTs2BEglJt3\nHtkAvYHfVFXNvu30lUAPRVFMrjAqt263KguRkZHqrW7l5Z2lHvlY0ZTG20++N+ZThr8ehBBCCHG/\ntk6D3961dAphLu1ehzbjTZrild9fYe3JtWYKVL4Mrz+cERHGd+pd37CBxJEvlO7CGg0B33yNY/Pm\n5Gbns+T9WFKTM+56Sf0O/lSq5ozezoa1n+8zOhbWxhdPXye2LDhKzchK1IjwZt3XB+n8bBg7VpzA\n2dOOaiGebFt2nIf61OTUvkuci79a5DqVq7vQeVg9nNxtyUpP56dPpnEq7o7bnyocjdaGui3b0rhn\nHzx9/VFVFcO1nEJ3KFU0iqLsUlU1sizWkjuShBBCCCGEKE8aDwW9k6VTCHNwrATNnzdpiqNXjvLz\nqZ/NFKj8WRG/gnxDvtGYU9u22Hh7l+7CBgNJL40j98IFdLZaHn02DJ3tnfsYO7rZEljPk0Pbkos8\nXj3ciyM7bh47sTsFv+Cbd88Y8lVsdBp0ei35+SouXvY4utnesYgEcOHUNRZP/ouko6nYOTkRNeEt\nmvUZ+MD8j7shP4+DWzYw76XnWfnhu1xMOFnhi0hlTQpJQgghhBBClCf27tB0uKVTCHNoPR70pjX/\nnbVnFgbVYKZA5c+FGxf4I+kPozHFxgbXUmy6fUv+lSskjR6DmpeHu48jbR+/czP8ltG12L78BHfa\nEeToZkt66s1dSKpBJSczHztHHbt/OU3bQcGEt/dn/+ZEmvWswZ+rT94zW+b1XFbNjGPP+jMoGg0P\nRQ+i1/g3sHU0f7Npq6WqHN/5Py6cPG7pJBWOFJKEEEIIIYQobx568WZBSZRfbtUg8kmTpth9YTdb\nE7eaKVD5tfRY4f5Qbv36lckdOJl79nBx2ocA1G7sQ702hRs6V6vnSeb1HFLOXL/jPEVFVVG5lJjO\nsg92sXL6Hly87MlIu1ls6jQ0lI5PhmDvrLvjnAaDyvZlx/l1zgFysvIIatSExyfPwCsgsHgvshxz\n9vQmtE0HS8eocKSQJIQQQgghRHlj5woPjbZ0CmGKdq+B9s5FgPsxY/cMM4Up335P+p0LGReMxvR+\nvji2aFEm61/57juu/boOgIf61aJSoIvR8SpBrlQP92Lwe8155OlQfIPd6fhkiNE56anZOLnf3H6l\naBT09lqyM/KMzonsEkjsTwk06Vadv1af4tif5wlv73/PfMd3XWTp1F1cvXADN58qPPbuhwQ/1MaU\nl1xuRHbvjdbGxtIxKhwpJAkhhBBCCFEeNX0WnKtYOoUoiUqhUK+fSVNsObuFPRf3mClQ+Zav5rPi\n+IpC4279TPs7Lo7k114jJyEBrY2GzsPCsHP8p0j4vx9P8t3E7fz3tR38+s1Bko6ksmHuIaPrT+27\nRHDzmz/PQQ29STqaanQ8uLkPpw9cIvtGHjZ6Laqqoqpgo7+/j/SpyRksmbKTk3Ep6Gzt6PrieNoN\nGYZGW3GLLA6ubtTr0MnSMSokKSQJIYQQQghRHunsoc3Llk4hSqLDG6Ap+UcxVVWZtWeWGQOVfyvi\nVxTqFeXcoT1aL68yWd+Qnk7iqNEYsrJw9rCj41MhcI+ddU26Vycw/Ga+w9uSsXPU8fg7zYjoGMCO\nFScKzrPRaajTrAoHNicBELfhDI8+W49mvWpwYEvSfWfMycrn56/2s+PHE6gGlYaP9qDfm+/h6FYx\nt8k27t4bnV6abJcG5U7NvkpDZGSkGhsbW2brlaYHpOF9qSuNt598b8ynDH89CCGEEKIk8vPgs8Zw\n5d7Nd4WV8G8GT/9q0hRrTq5h4u8TzRSo4vi8w+e08mtlNHbxo4+4POfrMsvg2qsXVd+fAsCfq04S\n+1NCma1dHP513Xn46VDsnfSkp15hzYz3STpy6N4XlhPOXt48NWM2NjrTto+WJ4qi7FJVNbIs1pI7\nkoQQQgghhCivtDY3e+2I8qPjJJMuzzXk8tmez8wSpaJZFr+s0Jhb375l+j/NaT/+SOqSJQA06VYd\nv2DrvNvn7OFUFk/eycXT13By96DfG5Np8Gh3S8cym4eiH3+gikhlTQpJQgghhBBClGdhfcCnnqVT\niPtRqxNUa27SFEuPLSUxPdFMgSqWLWe3cCnzktGYvlo1HJo2LdMcF959j6xDh1A0Cp2eDsXRzTq3\nV6VfyWb5tN0c2nYOrY0N7Yc8S5eRL2Fja51575d3QCAhrdpZOkaFJoUkIYQQQgghyjNFgQ5vWTqF\nuCfTv083cm8we99sM+WpePLUPFbEF2667R5ddk23AdTsbBJHjSb/2jXsnfU88kwYGo119t/IzzOw\n6b9H2DT/CPm5Buq2asdj//chbpXLbyP/Vo8NQTGhB5m4N/nbFUIIIYQQoryr9TDUfNjSKcTd1OsL\nPmEmTTH/8PxCd9wIY8vil/HvPsDOHTuidS/bLWa5Z89ybuKrqKpKlSBXmvcOKtP1i+vQH+dY/uEu\nrl/JwrtadQZNmU6Nho0tHavY/EPDqd6gTNoEPdCkkCSEEEIIIURF0OUDsLGzdApRFI3O5F5Wadlp\nzDswzzx5KrCk9CR2JO8wGlP0elx79SrzLOkbN3Llm28AiOgYQFAD7zLPUBwXT19n8eSdnD1yBTtH\nJ3q9/CYtogehKOWnbND6sSGWjvBAKD/vCCGEEEIIIcSdedSAlmMsnUIUpdF/wKO6SVN8vf9rrude\nN1Ogim3psaWFxtzKeHvbLRdnzOTGzp0AtH+iLq6V7C2S435lpeeyetZedv96GkVRaN5nIFET3sTO\n0cnS0e6pdrOW+NSsbekYDwQpJAkhhBBCCFFRtBxzs6AkrIfOEVq/bNIUFzIuEHMkxkyBKr5NZzdx\nOfOy0Zht9eo4NLbAVq28PJLGvkReSgp6exsefbYeNjrr/hiuGlR2rDjBz1/tJycrj+oNIhk0ZQbe\ngdb7u0WjtaHlwCcsHeOBYd3vYCGEEEIIIcT9s7GFR6dZOoW4XbPh4FzZpCm+2PsF2fnZZgpU8eUZ\n8lh5YmWhcUvdlZSXkkLSS+NQ8/Px9HWizWN1LJKjuE7uSWHp+7FcSc7ArbIPA/9vGiGt21s6VpEa\ndumBu09VS8d4YEghSQghhBBCiIqkVkeo28PSKQSAvTs8NMqkKRLSEvjx+I9mCvTgWB6/vHDT7Uce\nQevqapE8N/76i5QZMwEIbl6FkIfKx1PRUs/fYOn7sRzfdRGd3pZHR4ylw1PPodHaWDpaAScPT5r3\nHWjpGA8UKSQJIYQQQghR0XR+H/TW39OkwntoNNiZVrj4ZM8n5Kv5Zgr04Dh97TR/nf/LaEyj1+Pa\nq+edL9JoqL58GX5ffnHHU5wf6UTdI4exCwsFwL5BA6qv/JHAJYvRBQTcnMbZGf+v5xS69vLXX3P9\nt00AtBpQGy//8vEzmpudz69zDrB92XEMBpWIR7rSf9IUnNw9LB0NgLZPDEVvV7LeU4qiMHjw4II/\n5+Xl4e3tTbdu3QCYN28eI0eOBGDSpEn4+voSERFBrVq16N27N4cOHfonR9u21KlTh/DwcIKDgxk5\nciRXr14tOO7kVPj7ffuct75uv8ZaSSFJCCGEEEKIisbVF9qY1pdHmMi5KjR91qQpDl4+yPrT680U\n6MGz7NiyQmNu0dF3PN/jicFknzx5x+MaRwc8Hh9MZtzef6558kkSXxxFyvQZuA8cAIDX889x+avZ\nhSdQVc5NnEhOYiI2Oi2dh9XD1sF67uy5lz3rz7BqZhyZ13OoWrsuj78/E7+6YRbNVC28AXWatyrx\n9Y6Ojhw4cIDMzEwA1q9fj6+v7x3PHzNmDHFxccTHx9O/f3/at29PSkpKwfEffviBffv2sW/fPmxt\nbenZ8y6Fy3/NeevLzc2txK+nrEghSQghhBBCiIqo2fNQKcTSKR5cbV4GnWlP6Jq5ayYq6r1PFEXa\neGYjqVmpRmO2QUHYN2xY6FybypVxatOGq0sKP/HtFu8XR3H5m28w5NzWryovD42tLYqdHWpuHjp/\nf2wqVS54Utu/GdLSSBo1GkNODq7e9nT4T11QSvb6LCHpaCqLJ+/kwqlrOLq50++N92jU9d7FktJg\no9PT4anhJs/z6KOPsnbtWgBiYmIYOPD+tsn179+fTp06sWDBgkLH9Ho9H3zwAWfOnGHv3r1FXF2+\nSSFJCCGEEEKIikirg56fgab83PFQYXjWhAaD733eXfyZ/Cc7kneYKdCDKceQw6oTqwqNF9V0u/Kr\nE7n44YegGoqcy7ZuXWyq+JC+ebPR+KXZs6nyzjt4/OcJUn/4Ae/Ro0mZNeuuubIOHuTCu+8BUL2+\nNw06BtznK7IO6anZrPhoNwe2JqHRamn7xDN0HfUyOlu7Ms3RNCoa9yp3vnvofg0YMICFCxeSlZXF\nvn37aNq06X1f27BhQ44cOVLkMa1WS/369e94/Jbp06cXbGtr165dsbJbihSShBBCCCGEqKh8G0LL\nMZZO8eBp9xqY2Ix45u6ZZgrzYFt6rPAdRi6dO6NxcSn4s1PbtuRfvkLWwUOFzgVAUag88RUuTp1a\n6FD2kSMkDBjAmf8MQefvT17KRRRFwffjj6n6wVS0np5FTnl18WLSVt58slyzqCCq1rL+7Uy3y88z\nsGXBUTZ+f5i83HyCW7Tmsfc+Mkth5354+gXQuGdfs8wVHh5OQkICMTExdOnSpVjX/ruhe3GPg/HW\ntk2bNhVrfUsxqZCkKIqboihLFUU5oijKYUVRmpsrmBBCCCGEEMIM2kwAn3qWTvHgqBIBoVEmTbHh\n9Ab2X9pvpkAPtoRrCcSejzUa09jZ4dq9e8Gf7Rs2wKl9O4I2bsD3o49wbNqUqh/8UzTSODpiW6sW\nAd9/T9DGDdjXr4/f558XNNy+xeu54Vz6/Au8RjxPyiefkLZqNR6DH79jtuRJb5N17BgajUKnoaE4\nuOjN9KrLzpHtySyftptrlzPx8q/GoMnTCYpsVrqLKgoPPzMSrY357rbs0aMH48aNu+9tbbfs2bOH\nunXrFnksPz+f/fv33/F4eWbqHUkzgV9UVQ0G6gOHTY8khBBCCCGEMButDnp9Cdry9yG1XOrwJigl\nb3qTb8jnkz2fmDGQWBpf+K6k25tup3w8neNt23GiQ0eSXnqJjD//5NzLEwqOG9LTiW/eghMdOnKi\nQ0cy9+4l8fnnyTpwsOAc16hepG/eguHaNTR29qCqoBpQ7vI0MTUzk6QXR5GfnoGjqy2dng5F0ZSj\nhkl/SzlznSWTYzl76Aq2Dg70HPcaLQc8gaKUzgaoiE5d8Q02b/+3p556ijfffJN69e6/6L5s2TLW\nrbB3VyMAACAASURBVFtXZPEpNzeXiRMn4u/vT3h4uDmjWoUSf2cVRXEBWgPfAKiqmqOqqvU/p04I\nIYQQQogHjU/Yze1WonRVbw01O5g0xaoTqziZducnh4ni23B6A2nZaUZjdnVqY1+//l2v83rhBZzu\no2eNYmeHa69epMbEAHB53jx8Z83Ee+xYri5ceNdrcxISSH79dQB867jTtEf1e65njbIycln9SRyx\nPycAN/sX9Z44CTtnl7tfWEweVf1o/fiTZp0TwM/Pj1GjRt3zvFv9jGrVqsX8+fP57bff8Pb2Ljg+\naNAgwsPDCQsLIyMjg5V/b18EuHHjBn5+fgVfH3/8sdGct74SEhLM/vrMTbmfPXtFXqgoEcBs4BA3\n70baBYxSVTXjTtdERkaqsbGxdzpcrpjwnwziNiV8+92VfG/MpzS+P0IIIYSwEIMBvu8BCb9bOknF\nNfQ38GtU4stz8nPouqIr5zPOmzGUAJjQeAKPhxhvM7u6bDnJr1lHgbXyqxPxeOIJVFXlpy/2k7Dv\nkqUjlVj1+l50HBKC3t6GaykXWfnRe1w8dcLkeTVaGx5790Mq16hphpQVj6Iou1RVjSyLtUy518wG\naAh8oapqAyADeOXfJymKMkxRlFhFUWJTUlJMWE4IIYQQQghRYhoNRH0Jdq6WTlIxBXczqYgEsPDI\nQikilZJl8csKjbl0eRSNk5MF0hR2YdqHZMbFoSgKHYfUxcWrbJ+AZk6n9l5iyfuxXD6Xjot3JQa+\nM43Qth1Nnrd5nwFSRLISphSSEoFEVVX//PvPS7lZWDKiqupsVVUjVVWNvP2WLyGEEEIIIUQZc/WD\nbtMtnaLiUbTQ/g2TpsjIzeDr/V+bKZD4t+NXj7Pn4h6jMY29PS7du1ko0b/k5pI4Zix5qanYOujo\nPKweWpvy+5D1qxdusHTqLuJjL2Cj19P5udF0HDqixA2yq9QOpklUPzOnFCVV4nemqqrngbOKotT5\ne6gDN7e5CSGEEEIIIaxVWB9o+ISlU1Qs9QdApWCTpph3cB6p2almCiSKsvRY4abb7rc13ba0vORk\nzo0bj2ow4B3gTMvoWpaOZJK87HzWfX2QP5bEY8g3UP/hR+n/9lScPL2KNY/Ozp4uI15Co9GWUlJR\nXKaWOF8AflAUZR8QAUw2PZIQQgghhBCiVHX5EKo2sHSKikFrC20nmjTFlawrfH/wezMFEneyLmEd\n13KuGY3Z1a2LXViYhRIVlrFtG5c++xyAsNa+1GnqY+FEptu78SwrZ8Rx41oOVWrWYfD7M/EPvf8n\nmbV9YihuPlVKJZtWqzVqdP3+++8XHEtJSUGn0/HVV18ZXfPtt99Sr169gqbaK1euZMSIEURERBAS\nEoK9vX3BfEuXFi5eVgQlbrZdEtJsW/ybNNu2btJsWwghhKjArp6F2W3gxmVLJynfmj0PnaeYNMX7\nf73PD4d/MFMgcTcTm0zksbqPGY2lLl7M+TffslCiImg0+H/1FU6tWpKbk8/S92O5cu6Oz7QqNxzd\nbOk8LAyfGq4YDPn8vuA7Ylcvv+s1QZFN6TXetG2jd+Pk5ER6enqRxz7//HNiYmLQarVs3rwZgMTE\nRNq0acPu3btxdXUlPT2dlJQUqle/+bS9hIQEunXrxoEDB0ot852Ul2bbQgghhBBCiPLKzR/6fAOK\nfCQoMb0ztBpn0hTn0s+x+OhiMwUqmXdavMPm6M0s7/HPh/qRESNZ1n0ZS7ov4auHv8Lbvuh+t2Ma\njWFFzxWs7LmSV5rcfPaSTqPji45fsLzHcvrX6V9w7lvN3yLYw7QtgKYqqum2a9euaBwdLZDmDgwG\nzr38MrnJyej0Wh59th46u/K/rSvjajYrPt7N/s2JaDRa2jz+FN3HvILOzr7I8508vej07ItlnPIf\nMTExfPTRRyQmJpKUlATAxYsXcXZ2xunvJu1OTk4FRaQHifyrIYQQQgghxIMqqB20f93SKcqvFiPB\n0dOkKT6L+4xcQ66ZApXMyhMreW7Dc0Zjcw/Opc/qPvRb3Y8tZ7cwvP7wQtfV965Pg0oN6LOqD1Gr\nogjzDCOyciQP+T7EocuH6LOqD31r9wWgtnttFBSOXDlSJq/pTo6lHmNfyj6jMY2jIy5du1ooUdHy\nU1NJGj0GNTcXt8oOtB9c19KRzMKQp7J14TE2zDtEXk4+tZu1ZNB7H+Ne1c/oPI3Whu6jJ+DgUrpP\nmczMzDTa2rZo0SIAzp49y/nz52nSpAnR0dEF4/Xr16dy5cpUr16dJ598ktWrV5dqPmslhSQhhBBC\nCCEeZC3H3nx0vSgeBy9oPtKkKY6nHmfNyTVmClRyuy7sIi07zWgsI/efrVT2NvaoFN3zwFZri06j\nQ6/RY6Ox4XLWZfIMedhp7dDe1hx5ZIORfBb3Wem8gGIqqum2Wz/reyJY5t69XJj6AQA1G1UivJ3f\nPa4oP47+7zzLpu3i2qVMPP38eXzyx9Rq0qLgeJvHn6Rq7dIvntnb2xMXF1fw1b//zTvoFi5cSPTf\njdgHDBhATEwMcLOn0i+//MLSpUupXbs2Y8aMYdKkSaWe09pIIUkIIYQQQogHmaJAry/As3w/IarM\ntR4Htk4mTTFzz0wMqsFMgczvhQYvsL7verrW6MpnewoXgfam7OWv83/xW/Rv/Bb9G9vObeNU2il2\nnNuBl70XC7osYO6BubT1b8uhy4dIyUyxwKso7JeEX0jPMe6LY18vDLuQEAslurPU+fO59vPPALTo\nWxOfGi4WTmQ+l86ms3jyTk4fuIze3oEeL71Kq8eGEPxQGxp26WnRbDExMcybN4/AwEB69OjB3r17\niY+PB0BRFJo0acLEiRNZuHAhy5YV3i5Z0UkhSQghhBBCiAednQv0nw960wojDwzXAIh82qQp4i7G\nsfnsZvPkKSWf7PmEh5c+zNqTaxkYPLDQcX9nf2q41qDjko50WNKBpj5NaVS5EflqPhN+n0D0mmjW\nJazj8bqP893B7xgfOZ6P2nxEW/+2Zf9ibpOZl8nak2sLjbtFW99dSQDJr79B9slTaLUaHnkmDDsn\nnaUjmU32jTzWfraXnWtPoaoqTXr2peuL4y2a6ejRo2RkZJCUlERCQgIJCQkFRaNz586xe/fugnPj\n4uKoVq2aBdNahhSShBBCCCGEEFApGKK+lObb96PdRLDRmzTFzN0zzRSm9P106ic6VutYaLxDQAf2\npewjMy+TzLxM/kj6g3Av48e69w/uz6oTq4jwjiDXkMv4reMZFj6srKLfUVFNt126dUNxcLBAmrsz\nZGSQNOpFDJmZOLnb8fBTIRXqSdWqCn+tPsWGuYfKfO1/90h65ZVXiImJISoqyui8Pn36EBMTQ25u\nLuPGjSM4OLigp9LMmeXnZ9lcbCwdQAghhBBCCGEl6naHR6bALxMsncR6edeF8AEmTfFH0h/EXog1\nU6DSEeAcwJnrZwBo59+OU2mnCp2TnJFM31p9+Vr5GgWFRj6NmH9ofsFxF70LbfzaMGz9MNr5t8Og\nGlBVFVuNbZm9jjs5fOUwBy8dJNQrtGBM6+SEy6OdSVt290fSW0J2/HGS33oL3w8+ICDEk8iu1dm5\npvD3pNxSoFZk5TJfNj8//77OCw8P59Chm4Wu33777Y7nBQYGcuDAAbNks2by3w1CCCGEEEKIfzQb\nDi1esHQK69X+ddCU/GOUqqrM2j3LjIFMN7X1VOZ3mU+gayAb+m4gqmYUoxuNZnmP5SzrvozmVZsz\ndedUAEI8Q5jUfBIA60+v5+z1syzvsZylPZZy7MoxtiRuKZh3eP3hzN43G4BtSdsI9Qplec/lRd4N\nZAlLji0pNOb+d4Nla3Rt1WpSFy4EoHGXQAJCPCycyHyadKtOYLiXpWOI+6SoatHd90tDZGSkGhtr\n3ZX3+1WRbiW0pNJ4+8n3xnzK8NeDEEIIIayJqsKyoXCg8NOtHmh+jWHoBpOm+PnUz7y89WUzBRKm\ncLBxYFP0Jhx0xtvZTvbsRfbRoxZKdXeKXk+1BQuwDwslKz2XRe/9RXpqtqVjmaRGhDednw1DkQ9y\nJlEUZZeqqpFlsZbckSSEEEIIIYQwdutJboGtLJ3EunScZNLleYY8Pt3zqVmiCNPdyLvBT6d+KjTu\n1s86m24DqDk5JI0aRX5aGnZOOh4ZFoZGW34LMO5VHOkwpK4UkcoZKSQJIYQQQgghCrPRw4AfoFLo\nvc99EAR1gMCWJk2xPH55Qd8hYR2WHit8151rzx4odnYWSHN/cpOSODfhFVRVxae6Ky361LR0pBJx\ncNXTbUQ4ejtp3VzeSCFJCCGEEEIIUTQ7Vxi0BFx8LZ3EwhTo+JZJM2TlZfHl3i/NlEeYy8HLBzly\n5YjRmNbZGZfOnS2U6P6kb97M5dlzAKjf3p+akZUsnKh4dHZauo2sj4uXvaWjiBKQQpIQQgghhBDi\nzlx9YdBSsHW1dBLLCY2CKvVNmmL+4fmkZKaYKZAwp6LuSnKLtt7tbbekzJpFxv/+BKDd48G4+zjc\n4wrroNEqPPpsPbz9nS0dRZSQFJKEEEIIIYQQd1c5BB5fCvoH8IOfxubmk9pMkJadxrcHvjVTIGFu\na0+uJTMv02jMoWFDbGtZ+Zax/HySxo0j9+JF9HY2PDIsDBu9lX/EV6D9E3Xxr1txnjj3ILLyd5kQ\nQgghhBDCKvg3gceXPXjFpAaDwTPIpCm+PfAt13OumymQMLf03HR+OfVLoXFrbrp9S/6lSySNHYua\nl4dnVSfaDgq2dKS7at4riDpNfSwdQ5hICklCCCGEEEKI+xPQ9MEqJtnYQ9tXTJoi5UYKCw4vMFMg\nUVqWxhfVdLsniq2tBdIUT2bsLi5+PB2AOk19CG1V1cKJilavnR8NH6lm6RjCDKSQJIQQQgghhLh/\nAU0fnG1uTZ8FZ9Punvhy75dk5WeZKZAoLftS9nEs9ZjRmNbVFedOnSyUqHiufPst1zdsAKBVdG28\nA6zr5zOooTet+tWydAxhJlJIEkIIIYQQQhRPQLO/i0lOlk5SeuxcoeVok6Y4c+0My+OXmymQKG1F\nNd12LwdNt285N/FVcs6cQavT0HlYGLYONpaOBECVmq48/GQoikaxdBRhJlJIEkIIIYQQQhRfQLO/\nt7lV0GLSQ6PA3t2kKT7d8yl5ap6ZAonStubkGrLyjO8ec2jcGH2NGhZKVDyG69dJHDUaQ3Y2Ll72\ndBwSAhau3VQKdKHriPpodVJ6qEjkuymEEEIIIYQomYpaTHLygabPmTTFkStH+CWhcANnYb2u51xn\n3el1hcbd+va1QJqSyT58mPP/938ABIZ7WbQnUaVqzvQYFYGtvXXcGSXMRwpJQgghhBBCiJILaAaP\nLzf57h2r0mY86B1MmmLG7hmoqGYKJMpKUdvbXKN6oej1FkhTMmlLl3F1+QoAmvaogW8dtzLP4B0g\nRaSKTApJQgghhBBCCNMENIWn1oFrgKWTmM6jBjQcYtIUO8/vZFvSNvPkEWVqz8U9nLh6wmjMxt0d\n544dLZSoZM6/8w5ZR4+i0Sh0ejoMR9eyK4R5+TvdLCI56MpsTVG2pJAkhBBCCCGEMJ13bRi6HirX\ns3QS07R7DbSm3UUxc/dMM4URllDUXUlu0dEWSFJyalYWSS+OIj89HQcXPZ2GhqEpg2bXlQJd6Dm6\nAXaOUkSqyKSQJIQQQgghhDAPZx948ieo0dbSSUrGpx6E9TFpit/O/MbelL1mCiQsYfXJ1eTk5xiN\nOTRtgr6a5foNlUTO6dMkT3wVgKq13Gjaq3SbhlcJcqXnqAgpIj0ApJAkhBBCCCGEMB87Fxi0FML7\nWzpJ8XV4C5SS37VhUA18sucTMwYSlpCWnVao6baiKLj1Kz9Nt2+5vn49l+fOA6Bhp2pUr+9VKuv4\n1nGj+4sR6KUn0gNBCklCCCGEEEII89LqIOoreGi0pZPcv2otodbDJk2x+sRqjl89bqZAwpKWHVtW\naMw1Kgp05e9um4sffcSN3bsB6DAkBBdve7POHxDqSbcR9dHZas06r7BeUkgSQgghhBBCmJ+iwMNv\nQ5cPQSkHHzs6vmXS5bn5uXwe97mZwghLi70QS0JagtGYjacnzu3bWyaQKfLySBo9hrzLl7G1t6Hz\nsDC0OvP8TIY8VIWuz9fDRi9FpAdJOfiNLoQQQgghhCi3mjwDAxeCnaulk9xZ7UfBv4lJUyw+tphz\nGefMFEhYg6KbbvezQBLT5V28SNK4cagGA97+zrQeUNvkOZv2qEG7wXXRaKWs8KCR77gQQgghhBCi\ndNV+BJ7ZBJVCLZ2kMEUDHd40aYobuTeYvW+2mQIJa7HqxCpy83ONxhxbtEDn72+hRKa5seN/pMya\nBUDIQ1UJblGlRPNobBQ6PhlCZJdAM6YT5YkUkoQQQgghhBClzzMIhm6AMCtrWFwvGiqHmDTFd4e+\n40rWFTMFEtYiNTuVjWc2Go0pioJbXyt7DxfD5a9mk75lCwBtBtTG08+pWNfbOtjQ44UI6jT1MXu2\n8+fPM2DAAIKCgggJCaFLly4cO3YMgOnTp2NnZ0daWlrB+Zs3b8bV1ZUGDRoQHBzMuHHjCo7NmzeP\nkSNHAjBp0iR8fX2JiIggODiY5557DoPBAMCQIUOoXr16wbG33367YI62bdtSp04dIiIiiIiIoO+/\nvu/169dn4MCBRmNDhgzB19eX7OxsAC5dukRgYKD5/pKshBSShBBCCCGEEGVD7wB9v4FHpoDGCp7u\npNVDu1dNmiI1K5XvD35vpkDC2hS5va13FNhYwfu3JFSVcy9PIDcpCRu9ls7DwtDb3V9/I2cPO3qP\na4RvHfdSiKUSFRVF27ZtOXHiBIcOHWLy5MlcuHABgJiYGBo3bsyKFSuMrmvVqhV79uxhz549rFmz\nhm3bthU5/5gxY4iLi+PQoUPs37+fLX8X0wCmTZtGXFwccXFxfPfdd5w6darg2A8//FBwbOnSf94L\nhw8fxmAwsHXrVjIyMozW0mq1fPvttyb/nVgzKSQJIYQQQgghylbz5+GJVeBYybI5Gj0J7tVMmmLO\n/jmk56abKZCwNn+d/4sz184Yjdl4e+Pcrq1lAplBfloaiaPHoObk4FbJgfb/qXvPa7wDnOkzoREe\nVR1LJdOmTZvQ6XQMHz68YCwiIoJWrVpx4sQJ0tPTeffdd4mJiSnyent7eyIiIkhKSrrrOjk5OWRl\nZeHuXrgYlpWVBYCj471f44IFCxg8eDCdOnVi1apVRsdGjx7N9OnTycvLu+c85ZUUkoQQQgghhBBl\nL/AheHYL+DW2zPp6J2g93qQpzmecZ9GRRWYKJKyRisqy+GWFxt2ioy2Qxnyy9u/nwvvvAxDUoBL1\nO96571NguBdRLzXE0dW21PIcOHCARo0aFXksJiaGgQMH0qpVK44ePcrFixcLnZOamkp8fDytW7cu\nco7p06cTERFBlSpVqF27NhEREQXHxo8fT0REBH5+fgwYMIBKlf4pcA8aNKhga9v48f/8vli0aBH9\n+/dn4MCBhYpbAQEBtGzZkv/+97/F+jsoT6SQJIQQQgghhLAMl6ow5Cdo8mzZr93seXDyNmmKz+I+\nI8eQY6ZAwlqtPL6SXMO/mm4/9BC6qlUtlMg8UhfEkLZmLQAtooKoEvSvJysq0LhrIF2eq4fO9v62\nv5WGhQsXMmDAADQaDb1792bJkiUFx37//XfCw8Px8fGhW7du+PgU3bvp1ta2ixcvkpGRwcKFCwuO\n3dradv78eTZu3Mj27dsLjt2+tW3atGkA7Ny5E29vb6pVq0aHDh3YvXs3qampRuu9+uqrTJs2raAX\nU0UjhSQhhBBCCCGE5djoocsH8PgycDJ/A98iOXhCixdMmuLk1ZOsPrHaTIGENbucdZlNZzYZjSka\nDa59+1gokfkkv/km2cePo9FqeOSZMOyddcDNptpdnw+nSfcaKIpS6jlCQ0PZtWtXofF9+/YRHx/P\nww8/TGBgIAsXLjS6A6hVq1bs27eP/fv388UXXxAXF3fXdXQ6HZ07d2br1q2Fjjk5OdG2bVv++OOP\nu84RExPDkSNHCAwMJCgoiGvXrrFsmfFdazVr1iQiIoLFixffda7ySgpJQgghhBBCCMur2RGe3wEh\nPUt/rZZjwc7FpClm7ZlFvppvpkDC2hXZdLtPX9Ba7k4dc1Bv3CBx1GgMGRk4utny8NOheAc4029i\nYwLreZVZjvbt25Odnc2cOXMKxnbu3MmoUaOYNGkSCQkJJCQkcO7cOZKSkjh9+rTR9bVr12bixIlM\nnTr1ruuoqsr27dsJCgoqdCwvL48///yzyGO3GAwGlixZwr59+woyrVy5ssjeTa+99hoffvjhvV56\nuSSFJCGEEEIIIYR1cPCA6O8hajbYut77/JJw8YMmz5g0xf6U/YUeCy8qtv8l/4/E64lGY7rKlXBq\n08ZCicwn58QJkt98CwD/YA/6vRKJq7d9mWZQFIUVK1awfv16goKCCA0NZdKkSWzevJmoqCijc6Oi\nooy2pt0yfPhwtm7davTUtVtu9UgKCwsjLy+P559/vuDYrR5J4eHh1KtXj969exccu71HUseOHdm6\ndSu+vr74+voWnNO6dWsOHTpEcnKy0ZqhoaE0bNiwxH8n1kxRVbXMFouMjFRjY2PLbL3SVAZ39z0Q\nSuPtJ98b8ynDXw9CCCGEEMbSEmHFcEj43bzz9vgUGg42aYqhvw7lz/N/mimQKC+eqfcMLzZ80Wjs\n+qZNJD73/B2uKD8Ue3uqL1uGbY3qlo4iSkhRlF2qqkaWxVpyR5IQQgghhBDC+rj6wX9WQ6f3QGum\np0V51YaIx0yaYvu57VJEekD9ePxH8gzGj3R3at0amypVLJTIPPQ1g6i+ZLEUkcR9k0KSEEIIIYQQ\nwjopCrQYCcM2g18T0+dr/zpoSt7TRlVVZu2eZXoOUS6lZKawJXGL0Zii1eJ221ao8sY1KorqS5Zg\nW7OmpaOIckQKSUIIIYQQQgjrVjkEnl4H3WeBvXvJ5qja0ORG3utOr+Pg5YMmzSHKtyKbbvftA5ry\n9dFacXCgyvtTqDplMhr7su2HJMq/8vVuF0IIIYQQQjyYFAUa/QdG7oIGjwPFbIzZcZJJy+cZ8vh0\nz6cmzSHKv+3ntpOcbtxUWVelCo6tWlooUfHZN2pEjeXLcOvVy9JRRDklhSQhhBBCCCFE+eHoCT0/\ng6d+hcph93dNjbZQw7Sna/14/EcSriWYNIco/wyqgeXHlxcad4+OtkCa4lHs7an86kSq/fd79IGB\nlo4jyjEpJAkhhBBCCCHKn4CmMGwLPDIZ9M53OVGBDm+ZtFR2fjZf7P3CpDlExbEifgX5hnyjMae2\nbbGpVMlCie7NoXFjaqz8EY8nnkApZ9vwhPWRd5AQQgghhBCifNLaQPMRMPIvCI0q+pyQHuDb0KRl\nFhxewMUbF02aQ1QcF25c4Pek343GFK0W1953eA9akOLgQOU3Xifg++/QBwRYOo6oIKSQJIQQQggh\nhCjfXKpCv3nw9HoIaP7PuMYG2r9p0tTXc67zzYFvTMsnKpyim273s6qm2w5Nm1Jj1Uo8Bg1CUYrZ\nU0yIu7Ced7kQQgghhBBCmMK/CTz1CwyIAa86EPEYeJn2WPO5B+aSlp1mpoCiovgj6Q8uZFwwGtP7\n+eLYooWFEv1D4+CAz1tvEjBvLno/P0vHERWQFJKEEEIIIYQQFUtwF3h+x83+SSa4lHmJ+YfnmymU\nqEjy1fwim2679etngTT/cGzZkhqrV+E+cKDchSRKjRSShBBCCCGEEBWPRgu2d2vCfW9f7f2KzLxM\nMwUSFc2K+BUYVIPRmHP7dmi9vco8iy4gAL/PPyPg6znofH3LfH3xYJFCkhBCCCGEEEL8S+L1RJbG\nF+6DI8QtyRnJbEvaZjSm6HS49Sq7ptsaBwe8x46lxprVOLdvX2brigebFJKEEEIIIYQQ4l8+jfuU\nPEOepWMIK1dk0+3oflDa28oUBdeePajx8894DXsGjV5fuusJcRspJAkhhBBCCCHEbY5eOcrPp362\ndAxRDmxN3ErKjRSjMb2/Pw7Nmpbamg7NmhG4dAlVp05FV7lSqa0jxJ1IIUkIIYQQQgghbjNrz6xC\nvW+EKEqemseK4ysKjbtHR5t9LX3NIPy+/IJq8+ZiHxpq9vmFuF9SSBJCCCGEEEKIv+2+sJutiVst\nHUOUI8vjl6OqqtGYc4cOaD08zDK/rmpVfN55mxorV+Lctq1Z5hTCFFJIEkKUqaNHjzJo0CDq1q2L\nq6srDg4OBAcHM3bsWJKTk+9rjtzcXCZPnkzdunWxtbXF09OTPn36cOTIkULnrl27lh49ehAYGIiD\ngwPu7u40bNiQGTNmkJWVdc+1oqOjURSFsLCwQsc2b96MoihFfnXr1q3I+X766SdatGiBo6MjHh4e\n9OvXj1OnThV57o4dO+jRowd+fn7Y29sTFBTEM888w8mTJ++ZWwghhBAlU9mxMt1rdEejyEclcX+S\n0pPYcW6H0Zii1+Paq5dJ8+qrV6fKlCkErfsV9+hoFK3WpPmEMBcbSwcQQjxYEhMTSU5OJioqCj8/\nP2xsbNi/fz+zZ89m4cKFxMXFUanSnfd6/z979x1WxbW1Afw99EMHQSxIN6igYkBswZJgL9h7IwLW\nIEavhmhsUbx2o8FYsMdg13j97IolYleMXSxgwYb0InV/f3iZ68mhg4D6/p5nnoQ9e9bsOYORLPZe\nWwgBDw8PHDhwAB4eHvjuu+/w+vVrLF++HI0bN0ZoaCjq1Kkj9b9+/TpUVVUxbNgwVK1aFampqTh9\n+jTGjRuH//u//8Phw4chy6MY4r59+7Bz507I5fJ8n8nHxwdubm4Kbebm5kr9du3ahZ49e6J+/fqY\nP38+4uPjsWTJEjRr1gyXLl1CtWrVpL4HDx5Ex44dYWtrizFjxsDExAQ3b97EqlWrsHPnTly/fh3V\nubUrERFRqauuWx0BbgEYVncYAsMCcTTyKAREwRfSZ21H+A40rd5Uoc2ody/ErF1b5FiatWvDGUJC\nyAAAIABJREFUZLgP9Nq0gUyFCU2qeGT/nIL3Ibm4uIhLly6V2f0+pA9dhP9z8SG+/fhuSk8Z/ucB\n27dvR+/evTF37lxMnDgxz3579uxBt27d4OPjg5UrV0rtDx8+hKOjI5o2bYqjR48WeL/Ro0dj+fLl\nOH/+PFxdXZXOJyUloU6dOujatSv27t0LXV1d3LhxQ6HPiRMn0KpVK6xbtw5Dhw7N934ZGRmwsrKC\nmpoabt68CV1dXQBAWFgYnJ2dMWzYMKxatUrq37ZtW4SEhCAqKgomJiZSe1BQELy9vbF48WL4+fkV\n+JxERERUMrfe3MKa62tw9PFR1k2iPKmpqOFoz6OoJK+k0B45eAhSLlwoVAx5gwYwGTEcui1afIgh\n0idOJpNdFkK4lMW9mN4kogrB0tISABAbG5tvv5CQEACAp6enQruNjQ3c3Nxw7NgxPH78uMT3mzx5\nMjIzMzFr1qwCYwFAcnJyvkvlTp48iaioKHh5eUlJJABwcnJCy5YtsXXrVmRkZEjtCQkJ0NLSgpGR\nkUKcnFlLOjo6hRoXERERlUydSnWwsOVC7Ou6D72/6A1NVc3yHhJVQJnZmdhzf49Su2Ehim7rNG0C\niw0bYBX8B5NI9FFgIomIysXbt28RHR2Np0+f4vDhwxg+fDgAoEOHDvlel5aWBgDQ1tZWOpfTdv78\neaVziYmJiI6OxsOHD7Fp0ybMnTsXlSpVQqNGyluzXrhwAb/++iuWLFkCfX39Ap9l7Nix0NXVhVwu\nxxdffIFffvlFqeDixYsXAQBNmjRRur5x48ZISEjAvXv3pLa2bdsiMTERQ4YMwbVr1/Ds2TMcOnQI\n48ePR+3atdG3b98Cx0VERESlp4Z+DfzU5Ccc7HEQ3nW9oa9R8M8I9HnJteh2m9ZQNTRU7qyqCr3W\n7rDathUWa9dCp5HyDHmiioqJJCIqF0FBQTA1NUWNGjXQtm1bxMXF4ffff1eqNfRPDv/d6vT48eMK\n7SkpKVIC6cmTJ0rXeXp6wtTUFLa2thg8eDBq1qyJQ4cOwfAff7FnZmbC29sbbdq0Qe8CfoOkrq6O\nLl26YN68edi7dy9WrFgBQ0ND+Pn54dtvv1XoGxUVBQC51jXKaXv27JnU5u/vj5EjR2LHjh1wcnKC\nubk52rVrBxsbG5w7dw56enr5jo2IiIg+DBO5CXy/9MWRnkcwwWUCzLTNyntIVEE8TnyM8y8Uf6Gp\noqEBAw8P6Ws1U1OYjBoJu6NHYL5sGeT16pX1MIlKjMW2iahcdO3aFbVq1UJSUhKuXr2KvXv34vXr\n1wVeN3DgQMyaNQtTp06Fjo4O3N3dER0djWnTpiE6OhrAu6TSP02bNg0jRozA69evERISgr///htv\n3rxR6jd//nyEh4dj9+7dBY6lWbNm+PPPPxXavL290aFDB6xfvx7Dhg3DV199pTAmTU3l6fBaWlpK\n41ZVVUX16tXh7u6Obt26wdjYGGfOnMGyZcvQt29f/Pnnn1BXVy9wjERERPRhaKtrY4jDEPSv3R9H\nI49i+73tuPjiYnkPi8rZzns70bhqY4U2wz698fbuXRj17Qu9b76GjD/D0UeOM5KIqFyYm5vD3d0d\nXbt2xYwZM7BhwwZMmjQJc+bMyfc6IyMjHD16FLa2tvDx8YGNjQ1cXV2RnJyMSZMmAUCuy9Hq1q0L\nd3d39OvXD6tWrYKnpyfat2+PM2fOSH3u37+PmTNnYvLkybCxsSnWc6moqMDf3x8AsH//fqk9Z9ld\nztK89+XUVnp/ud7QoUOxZs0abNu2DcOGDUO3bt2wYMEC/PLLLzhw4AA2bNhQrPERERFR6VJXUUd7\n6/ZY23Yt/tP1PxjqMBTGWsblPSwqJ8ceH0PsW8UanJo2NrBcvw767dqWWxLp6dOn8PDwQM2aNWFr\na4uxY8ciPT0dwLuyDs2bN4e9vT1q1aoFLy8vpKSkYP369TA1NYWTk5N03Lp1S4q5ePFiaGlpIT4+\nXmo7ceIEZDIZ/vOf/0htnTp1wokTJwAALVu2xPsbcF29ehUymQyHDh36wJ8AlSYmkoioQqhXrx4a\nNGiA5cuXF9i3bt26uHr1KsLDw3Hy5EnpnzlJmlq1ahUYY9CgQQCAFStWSG3jx4+HsbExunXrhvv3\n70tHZmYm0tPTcf/+fTx//rzA2FZWVgAgzZAC/lck+/3lazly2nKWuD1+/BibN29Gx44dlWpB9erV\nC8C74t1ERERUsVgZWGG8y3gc7XkU85rPg2sVV8jALYU/BzLI0KhKI/zc7GfoqFesTVGEEOjevTu6\ndu2K8PBw3Lt3D0lJSZg8eTJevnyJXr16Ye7cubh79y5u376Ndu3aITExEQDQp08fhIWFSUedOnWk\nuMHBwWjYsKHSTH5zc3PMnj27UGMLDg7GV199heDg4NJ7YPrguLSNiCqM1NRUxMTEFLq/nZ0d7Ozs\npK8PHDgAfX19NGvWrMBr09LSkJ2drXC/yMhIREVFSXWY/qlmzZro2LEj9u3bl2/s8PBwAICZ2f9q\nJjRs2BAAcPbsWbi7uyv0P3fuHPT19fHFF18A+F9iKSsrSyl2Zmamwj+JiIio4lFXfTdLqb11e0Qm\nRGJn+E7sf7gfL1NelvfQqJRV1amKTjad0K1mN9TQq1Hew8nV8ePHoaWlJe16rKqqisWLF8Pa2hoy\nmQxDhgyRNoSRyWTo2bNngTEfPHiApKQkzJ8/HwEBARg6dKh0rn79+sjIyMCRI0fQunXrPGMIIbBj\nxw4cOXIEbm5uePv2rVTygSo2JpKIqEy9ePECVapUUWoPCQnBjRs30LJlS6nt+fPniI+Ph4WFRa67\ntL1v2bJluHHjBqZNmwYdnf/9Fiiv+y1duhTAux3TcixYsABxcXFKfUeNGgUtLS0sWrQIVatWldrf\nvHmDSpUqKfRNS0vD9OnTAQCdO3eW2lu0aIGqVasiKCgI48aNg66uLgDg2rVrOHHiBDw9PaWaR/b2\n9lBVVcWePXsQEBCgUBB8/fr1AP6XmCIiIqKKzVLfEt87f49xX45D2OswHIo4hMMRh/E6teDakFQx\nVdGpgtaWrdHWqi3qmdSDTFaxZ53dvHkTzs7OCm36+vqwsLDA/fv3MWTIkDyv3bp1K/766y/p67Nn\nz0IulyM4OBj9+vWDm5sb7t69i1evXqFy5cpSvylTpmDKlCn5JpLOnDkDa2tr2NraomXLlti/fz+6\nd+9egielssJEEhGVqZEjR+L58+f4+uuvYWlpibdv3+Ly5cvYsmUL9PT0sHDhQqmvv78/NmzYgJCQ\nEIUEU4cOHWBjY4M6depAJpPh8OHD2LNnDzp27IjJkycr3M/R0RFfffUVvvzyS1SvXh3R0dE4cuQI\njh07hrp168LPz0/q+8+ZQjkmTJgAXV1dpd/OtGvXDtWqVYOzszOqVauGqKgo/P777wgPD8d3330H\nV9f/beOqrq6OX375BX369IGbmxu8vb2RkJCAxYsXw9TUFDNmzJD6Ghsbw8/PDwsXLkSDBg3g7e0t\nFdvevHkzbG1t4eXlVazPn4iIiMqHTCZDg8oN0KByA0xsOBFXXl7BoYhDOBJ5BG/eKm8AQhWLmbaZ\nlDyqb1q/wieP3ieEyHW8QggIIfK9tk+fPvj111+V2rds2YLdu3dDRUUF3bt3x/bt2zF69GjpfM5O\nzKdPn84zdnBwMPr27QsA6Nu3LzZt2sRE0keixIkkmUymCuASgGdCiE4lHxIRfcr69euHDRs2YNOm\nTXj9+jVkMhksLS0xfPhw/Otf/4KFhUWBMZo0aYKtW7dKs3Nq166NwMBADB8+HKqqqgp9fX19cfjw\nYQQGBiImJgZyuRz29vYICAiAr6+vwuylourZsyf27NmDZcuWIS4uDjo6OmjQoAFmzJiBfv36KfXv\n1asX5HI5Zs2ahQkTJkBTUxPffPMN5s6dK9VHyjF//nzY29sjKCgIAQEBSEtLQ/Xq1TFy5EhMnz49\n14LiRERE9HFQkanApYoLXKq4wL+RPy69uITDkYdx+ulpRCVHlffw6L+q61ZHyxot0daqLZxMnT6q\n5NH7HBwcsHPnToW2hIQEPHnyBK1bt8bly5fh4eFR6Hh///03wsPDpdlG6enpsLGxUUgkAcDkyZMx\ne/ZsqKkppx2ysrKwc+dO7N27F7Nnz4YQAm/evEFiYiL09PSK8ZRUlmQFZSALDCCTfQ/ABYB+QYkk\nFxcX8X6F9o/ZR/rfkAqnhN9+ueK7KT0f4v0QERERUd4exj9E6LNQnIk6g0svLuFt1tvyHtJnQ64m\nh2sVVzSt1hRNqzWFlYFVeQ+pVAgh0LBhQ/j6+mLw4MHIysrCiBEjoK+vj4kTJ8LV1RXbtm1Do0aN\nAAC///473N3dcfDgQVy6dElpRpK/vz/09fWlnYoBwNraGidOnMCjR4+wYMECqaZoo0aNEBUVhU2b\nNqFly5Zo2bIlFixYgDdv3mDRokUKu7UNGTIE7u7u0qY4VDQymeyyEMKlLO5VohlJMpnMHEBHALMB\nfF8qIyIiIiIiIvpM2RjYwMbABgPrDERaVhouv7wsJZbux90v7+F9UmSQoZZxLTSp1gTNqjVDg8oN\noK6qXt7DKnUymQy7d+/GqFGj8PPPPyM7OxsdOnRAQEAANDU1sWXLFkyYMAGvXr2CiooKmjdvLi0x\n+2eNpOXLl2PLli04cOCAwj26deuGLVu2SMmoHJMnT851tlNwcDC6deum0NajRw/89ttvTCR9BEo0\nI0kmk+0AMAeAHoAJnJFERcUZSRUbZyQRERERVRyvUl7h6quruPb6Gq69voY7b+4gPTu9vIf10dBU\n1URt49qoZ1oP9UzrwdnMGSZyk/IeFlGp+ChmJMlksk4AXgkhLstkspb59PMB4AOgULVPiIiIiIiI\nSFll7cpoa9UWba3aAgDSs9JxO+Y2/n79t5RcepH8opxHWXFU162Oeqb1UN+0Puqb1oe9sT3UVT69\nGUdEZa3YM5JkMtkcAIMAZALQAqAPYJcQYmBe13BGEv0TZyRVbJyRRERERPRxeZXyCvdi7+FB3IN3\nR/wDPIp7hMSMxPIe2gejp6EHWwNb2Bi+WxZoa2iL2sa1UUleqbyHRlRmynJGUomLbQPAf2ckcWkb\nFRkTSRUb30/FxkQfERERFdbL5Jd4EP8AD+Me4n7cfTxNfIqXKS/xMuUlUjNTy3t4BZKryWGmbQYz\nHTNY6VtJCSMbAxuYapuW9/CIyt1HsbSNiIiIiIiIPg5mOu+SME2rNVU6F58W/y6plPwSL1Je4GXy\nuwTT69TXSExLREJ6AhLSE5CYnoiM7IxSGY+qTBXa6trQVdeFjroOdNV1oaehh8ralaWEkZm22buv\ndcygr6FfKvclopIrlUSSEOIEgBOlEYuIiIiIiIjKjoGmAQw0DfCF0RcF9k3PSkdKRgpSMlOQkpGC\n1MxUZImsAq9TV1WXkkY66jqQq8lLY+hEVA44I4mIiIiIiIgKRUNVAxqqGjCEYXkPhYjKiUp5D4CI\niIiIiIiIiD4OTCQREREREREREVGhMJFERERERERERESFwkQSEREREREREREVChNJREREREREFdzs\n2bPh4OCAevXqwcnJCefPn0d6ejr8/Pxga2uLmjVrwsPDA0+fPgUAREREwNHRUSHG9OnTsWDBAowe\nPRpOTk6oU6cO5HI5nJyc4OTkhB07dmDo0KHYsWOHwnW6urpl9pxEVPFx1zYiIiIiIqIK7OzZs9i3\nbx+uXLkCTU1NREdHIz09HT/++CMSExNx7949qKqqYt26dejevTvOnz+fb7zAwEAA75JNnTp1QlhY\nmHRu3759H/RZiOjjxxlJREREREREFdjz589hYmICTU1NAICJiQkMDQ2xbt06LF68GKqqqgAAT09P\naGpq4vjx4+U5XCL6xDGRREREREREVIG1adMGT548wRdffIFRo0bh5MmTuH//PiwsLKCvr6/Q18XF\nBTdv3izR/f71r39Jy92cnJxKFIuIPj1MJBEREREREVVgurq6uHz5MlatWgVTU1P06dMHISEhkMlk\nSn2FEJDJZLmeA5Bn+/vmz5+PsLAw6SAieh9rJBEREREREVVwqqqqaNmyJVq2bIm6deti5cqViIyM\nRGJiIvT09KR+V65cQefOnVGpUiXExsYqxIiJiYG1tXVZD52IPjGckURERERERFSB3b17F+Hh4dLX\nYWFhsLe3x5AhQ/D9998jKysLALBx40akpKTg66+/hq6uLqpWrYpjx44BeJdEOnjwIL766qtyeQYi\n+nRwRhIREREREVEFlpSUhO+++w5xcXFQU1ODnZ0dVq1aBT09PUyYMAFffPEFVFRUUKtWLezevVta\nvrZx40aMHj0a48ePBwBMmzYNtra25fkoRPQJkAkhyuxmLi4u4tKlS2V2vw+pEEuLqRA+xLcf303p\n4fup2MrwP99ERERERFSByWSyy0IIl7K4F5e2ERERAODevXuYOnUqGjduDFNTU+jp6cHJyQmzZ89G\ncnJyoWJkZGQgICAAtWvXhqamJipVqoQePXrgzp07ufa/cuUKPDw8UKlSJWhpacHR0RFLliyRpugX\nN3bLli2lQqO5Ha1bt1bov23bNnh6eqJ+/fpQV1eHTCZDREREns958+ZN9O/fH1ZWVtDS0oKlpSX6\n9euHa9euFepzIiIiIiL6WHFGUjFxVkXp4IyXio3vp2Ir7ffzww8/IDAwEF26dEHjxo2hrq6OkJAQ\nbNu2DfXq1cO5c+cgl8vzGY9Ax44dceDAAXh4eKBNmzZ4/fo1li9fjrS0NISGhqJOnTpS/1OnTqFN\nmzYwMDDAqFGjYGpqiiNHjmDPnj3w9vbGqlWrih37yJEjePnypdIYt27din379uGXX36Br6+v1N6y\nZUucP38e9evXR1xcHO7evYtHjx7ByspKKca1a9fQpEkTGBkZwcfHB+bm5njw4AFWrlyJ5ORknD17\nFg0aNCjqx09EREREVGxlOSMJQogyO5ydncWn4t3/wvEo6cF3U7EPvp+KfZS2ixcviri4OKX2yZMn\nCwBi2bJl+V6/e/duAUD4+PgotD948EDI5XLxzTffKLTXr19fyOVy8eDBA4V2Hx8fAUCcPn262LHz\nYm9vLzQ1NcWbN28U2iMjI0VGRoYQQojRo0cLAOLRo0e5xsgZX1hYmEL7kSNHBAAxduzYQo2FiIiI\niKi0ALgkRNnkdri0jYiIAAAuLi4wMDBQau/Tpw8A4MaNG/leHxISAgDw9PRUaLexsYGbmxuOHTuG\nx48fAwBiY2Nx7do1NG/eHDY2Ngr9hw4dCgBYt25dsWLn5fTp07h79y66desGY2NjhXMWFhZQUyvc\n/hMJCQkAgGrVqim053yto6NTqDhEREQApOLYOUu1IyIiIJPJ8NNPP0l9oqOjoa6ujjFjxgAApk+f\njurVq8PJyUk64uLicOLECRgYGKBBgwaoVasWJkyYIMVYv369dD3wrhC3o6MjHBwcUKdOHSxYsEA6\nl5mZCRMTE/j7+3/oxyeijxATSURElK+nT58CAMzMzPLtl5aWBgDQ1tZWOpfTdv78+UL3PXfuXLFi\n52XNmjUAAC8vr3z7FaRt27YAgEGDBuH8+fN49uwZTp8+DS8vL1StWhUjRowoUXwiIvq8BAcH46uv\nvsKWLVukNhsbG+zbt0/6evv27XBwcFC4bty4cQgLC5MOQ0NDAICbmxuuXr2Kq1evYt++fThz5ozS\nPQ8cOIAlS5bg8OHDuHnzJq5cuaLwy6TDhw/D3t4e27Ztw7uJDkRE/8NEEhER5SkrKwszZ86Empoa\n+vfvn2/fnB9wjx8/rtCekpIiJXmePHkC4F1SysTEBOfOnUNqaqpC/5zZRzl9ixo7NwkJCdi+fTus\nra3x9ddf5/scBRkyZAimTp2KM2fOoHHjxjA3N0fz5s2RlZWFS5cuoUaNGiWKT0REn4+kpCScOXMG\na9asUUgkyeVy1K5dGzn1Zbdu3YrevXsXKbZcLoeTkxOePXumdG7OnDlYsGCBNJtWS0sL3t7e0vng\n4GCMHTsWFhYWCr/YISICmEgiIqJ8+Pn54dy5c5g5cybs7e3z7Ttw4EBUrlwZU6dOxerVq/Ho0SNc\nvHgRPXv2RHR0NIB3iR8AkMlkGDduHJ4/f47u3bvj4sWLePToEVavXo1p06ZBTU1N6lvU2LkJDg5G\nSkoKvv32W8hKWPFdJpOhSpUqaNasGQIDA7Fnzx5Mnz4dt2/fhoeHB+Lj40sUn4iIPh979uxBu3bt\n8MUXX8DY2BhXrlyRzvXt2xdbtmzB06dPoaqqqrSkevHixdKytlatWinFjo2NRXh4OJo3b6507saN\nG3B2ds51TKmpqTh27Bg6deqEfv36ITg4uIRPSUSfGiaSiIgoVz/99BN+/fVX+Pj4FKpGgpGREY4e\nPQpbW1v4+PjAxsYGrq6uSE5OxqRJkwAA+vr6Uv8ffvgBkydPxokTJ+Dq6gobGxt8//33WLBgAYyM\njBT6FjX2P61ZswaqqqpKNZaKY8qUKfD398f69esxatQoeHh4YNq0adi2bRsuXbqE+fPnl/geRET0\neQgODkbfvn0BvEscvZ+0adeuHY4cOYLg4GCpXuH73l/aljObF3hXE7BevXqoUqUKOnXqhCpVqhRp\nTPv27UOrVq2gra2NHj16YPfu3cjKyirmExLRp4iJJCIiUjJ9+nTMmjULnp6eWLFiRaGvq1u3Lq5e\nvYrw8HCcPHlS+mdOjaNatWpJfVVUVDBr1ixER0fj7NmzCA0NxcuXL9G/f39ER0cr9C1q7Pddv34d\nFy9eRLt27VC9evWifhQKMjIysGDBAri5uSn9YN6uXTvo6enh5MmTJboHERF9Ht68eYPjx4/Dy8sL\nVlZWmD9/PrZu3SrVJNLQ0ICzszMWLlyIHj16FDqum5sb/v77b1y/fh2//fYbwsLClPo4ODjg8uXL\nuV4fHByMo0ePwsrKCs7Oznjz5o1CooqIiIkkIiJSMGPGDMyYMQODBw9GUFBQsZaC2dnZoXnz5rCz\nswPwrqinvr4+mjVrptRXR0cHjRs3RpMmTaCtrY0DBw5ACIEOHTqUODYABAUFASh5kW3g3a45aWlp\nuf5mVgiBrKwsZGZmlvg+RET06duxYwcGDx6MyMhIRERE4MmTJ7C2tpY2uQCA8ePHY+7cuahUqVKR\n43/xxRfw9/fH3Llzlc75+/tj4sSJePHiBYB3m1osXboUCQkJ+Ouvv/D48WNEREQgIiICgYGBXN5G\nRAqYSCIiIsnMmTMxffp0DBo0COvWrYOKSu5/TTx//hx37tzJty5RjmXLluHGjRsYN24cdHR08u37\n5s0b/PjjjzAxMSnU7mcFxU5LS8PmzZthZmaGTp06FRivIGZmZqhUqRJOnTqFR48eKZzbtm0bUlJS\n0LBhwxLfh4iIPn3BwcHo1q2bQluPHj0QEBAgfe3g4IAhQ4bkev37NZKcnJwQERGh1GfEiBG5/p3V\noUMHjB49Gu7u7nBwcICzszMyMzOxa9cufP3119DU1JT6enh4YO/evdIMYCIiWVlu5+ji4iJydh74\n2JWwViv914f49uO7KT18PxVbab+fwMBAjBkzBhYWFvj555+VkkhmZmZo3bo1AGDo0KHYsGEDQkJC\n0LJlS6lPhw4dYGNjgzp16kAmk+Hw4cPYs2cPOnbsiN27d0NdXV3qu3//fsyfPx+tW7dGlSpVEBkZ\niaCgIMTGxmLv3r1wd3dXuH9RYufYunUr+vbti4kTJ+b6G9kcp06dwqlTpwC8qw1x/vx5jB8/XtpK\necqUKVLfX3/9Fd999x1MTU0xYsQImJubIywsDEFBQTAwMMDly5dhYWFRyE+diIiIiKjkZDLZZSGE\nS1ncS60sbkJERBXfxYsXAQCPHz/O9befLVq0kBJJeWnSpAm2bt2K9evXAwBq166NwMBADB8+HKqq\nqgp9raysoKmpiaVLlyImJgYmJib45ptvMGXKlFx3iCtK7Bxr1qwBAAwbNizfcR8/fhwzZsxQaFu4\ncKH07+8nksaMGYOqVati2bJl+OWXX5CSkgJTU1P07dsXM2bMYBKJiIiIiD5pnJFUTJxVUTo446Vi\n4/up2MrwP99ERERERFSBleWMJNZIIiIi+gjcu3cPU6dORePGjWFqago9PT04OTlh9uzZSE5OLnSc\nzMxMLF26FF9++SV0dHRgYGCAL7/8EitXrlTod/fuXUyYMAFff/01DA0NIZPJMH369DzjJiUlISAg\nAHXr1oWenh5MTEzQtGlTrF+/Hu//0ioiIgIymSzfY/PmzVL/c+fOoWfPnrCzs4Oenh709PTg6OiI\nGTNmID4+XmEMRY1NREREREXHpW1EREQfgbVr1yIwMBBdunTBgAEDoK6ujpCQEEyZMgXbtm3DuXPn\nIJfL842Rnp6OLl26ICQkBAMGDMCIESOQmZmJ8PBwREZGKvQ9e/YsFi1aBFtbWzg7O+P48eN5xs3O\nzkb79u0RGhqKIUOG4LvvvkNKSgqCg4Ph6emJ27dvSzWqTE1NsWnTplzjjBkzBqmpqWjbtq3Udu/e\nPaSkpGDAgAGoVq0asrOzcfHiRcyePRs7duzAhQsXpOcuamwiIiIiKgYhRJkdzs7O4lPxblEJj5Ie\nfDcV++D7qdgHfV4uXrwo4uLilNonT54sAIhly5YVGGPKlClCVVVVHD9+vMC+b968EbGxsdK9AYhp\n06bl2jc0NFQAEH5+fgrtaWlpwtraWhgYGBR4v5wYPXv2LLCvEELMmzdPABBbt24t9dhEREREHxsA\nl4Qom9wOl7YRERF9BFxcXGBgYKDU3qdPHwDAjRs38r0+OTkZv/zyCzw8PNCqVSsIIZCYmJhnf2Nj\nY2nXuoIkJCQAAKpVq6bQrqGhARMTE+jo6BQYIygoCADg5eVVqHtaWloCAGJjY0s9NhERERHljUvb\niIgIAAuhlyYhyu5eT58+BQCYmZnl2+/06dNITEyEs7Mzxo4di7Vr1yIpKQkmJibw9vbaWTZGAAAg\nAElEQVTGzJkzoaZWvB8LXF1dYWhoiHnz5sHKygqNGjVCamoq1q9fj8uXL2PFihX5Xp+UlIRt27bB\nwsIiz50BU1JSpOPy5cuYNGkSNDQ04O7uXuLYRERERFR4TCQRERF9pLKysqQEUP/+/fPte/fuXQDA\nkiVLoKGhgXnz5qFSpUrYvHkz5syZg2fPnmHDhg3FGoeRkRH27t0LLy8v9O7dW2rX09PDzp070bVr\n13yv37p1K5KSkjBhwgSoqOQ+WXrq1KlYuHCh9LWDgwP+85//wNbWtsSxiYiIiKjwmEgiIiL6SPn5\n+eHcuXMICAiAvb19vn1zlrHFxMTgxo0bqFWrFgCgd+/eaNWqFTZu3IhJkyahTp06xRqLrq4uHB0d\n0aVLFzRt2hQxMTEIDAxE//798eeff+Y7GygoKAgqKirw9PTMs8/w4cPRrl07xMXF4ezZszhx4gSi\no6MLHFdhYhMRERFR4TGRRERE9BH66aef8Ouvv8LHxwf+/v4F9s/Z2axx48ZSEinH4MGDceLECZw8\nebJYiaTr16+jadOmWLx4MUaMGCG19+vXD46OjvD29saDBw+gqqqqdO2tW7dw7tw5tG3bFhYWFnne\no2bNmqhZsyYAoGfPnjh06BDatWsHmUyGfv365XpNYWMTERERUeFxjjcREdFHZvr06Zg1axY8PT0L\nrD+Uw9zcHABQpUoVpXNVq1YFULjC1blZvHgx3r59i169eim0a2tro2PHjoiMjERERESu165ZswZA\n0Qtht23bFmZmZli+fHmefYobm4iIiIjyxkQSERHRR2TGjBmYMWMGBg8ejKCgIMgKWSXd1dUVwP+K\nc78vp61y5crFGtOzZ88AvKvZ9E+ZmZkK/3xfRkYGNm3aBFNTU3h4eBT5vm/fvkVMTEyu50oam4iI\niIhyx0QSERHRR2LmzJmYPn06Bg0ahHXr1uVZPPr58+e4c+cOUlJSpDZra2s0a9YMFy5cwJUrV6T2\nrKwsrF69GmpqamjTpk2xxpWzHG79+vUK7XFxcfjzzz9hZGSUa1HsP//8E69fv8agQYOgrq6ea+wX\nL17k2r5hwwbEx8ejcePGuZ4vTGwiIiIiKjrWSCIiIvoIBAYGYtq0abCwsIC7uzv++OMPhfNmZmZS\nQWt/f39s2LABISEhaNmypdRn2bJlcHNzg7u7O3x9fVGpUiVs3boVFy5cwNSpUxXqCMXHx2PZsmUA\ngKioKADAqVOnMGvWLABAly5dUK9ePQDvin5v3LgRP/zwA65fv45mzZohJiYGq1evxvPnzxEYGAg1\nNeUfOQqz9KxDhw6oVKkSmjRpAgsLC8THx+PMmTP4888/YW5ujunTp+d6HZe1EREREX0YTCQRERF9\nBC5evAgAePz4MYYMGaJ0vkWLFvnujAYADRo0QGhoKKZMmYIlS5bg7du3qF27NtatW4ehQ4cq9I2N\njcVPP/2k0BYSEoKQkBAA72ou5SSSLC0tceHCBcycORPHjh3Dli1bIJfL4eTkhIULF6J79+5KY3n6\n9CkOHz6Mpk2bonbt2nmO2cvLCzt37kRQUBCio6Ohrq4OW1tbTJw4ERMmTEClSpWKHZuIiIiIik4m\nhCizm7m4uIhLly6V2f0+pEKWpKACfIhvP76b0sP3U7GV9vvhuyk9ZfhXKxERERERZDLZZSGES1nc\nizWSiIiIiIiIiIioUJhIIiIiIiIiIiKiQmEiiYiIiIiIiIiICoWJJCIiIiIiIiIiKhTu2kZERPQR\nYDH00sNi6ERERETFxxlJRERERERERERUKEwkERERERERERFRoTCRREREREREREREhcJEEhERERER\nERERFQoTSUREREREREREVChMJBERERERERERUaEwkURERERERERERIXCRBIRERERERERERUKE0lE\nRERERERERFQoTCQREREREREREVGhMJFERERERERERESFwkQSEREREREREREVChNJRERERERERERU\nKEwkEREREZXQnDlz0KtXL9jY2EAmk8HKyqpI169fvx4ymSzf49mzZ0rXnT17Fh4eHjAxMYGWlhas\nra3Rr18/pKenK/R7+fIlRowYgRo1akBDQwMWFhYYO3Ys4uLiChzb8uXLpTFER0crnS9q7LNnz6JL\nly4wNzeHXC6Hra0tvL298fDhw0J+WkRERFSeZEKIMruZi4uLuHTpUpnd70OSycp7BJ+GD/Htx3dT\nevh+KrbSfj98N6WHf3Yqtg/zfmQwNjbGl19+icuXL0NfXx8RERGFvv7hw4cIDQ1Van/+/DkmTpwI\nJycnXL16VeHcunXr4OXlhUaNGqFHjx4wNDREVFQUTp8+jT179kBbWxsA8OrVK7i6uiIqKgrDhw+H\no6Mjbty4gZUrV8LBwQFnzpyR+v5TVFQUateujezsbCQlJeH169cwMTGRzhc19sGDB9GxY0fY2tri\n22+/hYmJCW7evIlVq1ZBU1MT169fR/Xq1Qv9uREREdE7MpnsshDCpSzupVYWNyEiIiL6lD148AA2\nNjYAAEdHRyQlJRXpehsbG+n6982ZMwcA4OXlpdB+69YtjBgxAp6enli9ejVk+WQaAwICEBkZiT/+\n+AP9+vWT2ps2bYr+/ftj0aJFmDJlSq7Xjh49GjY2NnB0dMTvv/9e4tiLFy+GqqoqQkNDFRJSDg4O\n8Pb2xvbt2+Hn55fnsxAREVH549I2IiIiohLKLQlUUkIIrF27FnK5HAMGDFA4t2DBAgghMG/ePMhk\nMiQnJyMzMzPXOCEhIZDL5ejbt69Ce58+faClpYV169blet3u3buxd+9erFy5EqqqqqUSOyEhAVpa\nWjAyMlJor1atGgBAR0cn1/sQERFRxcFEEhEREVEFdPLkSdy/f19atva+AwcOoFatWjh58iTs7Oyg\nq6sLbW1tdOjQAeHh4Qp909LSoKWlpTRrSUVFBXK5HA8fPlSqfZSQkIAxY8Zg+PDhcHV1zXOMRY3d\ntm1bJCYmYsiQIbh27RqePXuGQ4cOYfz48ahdu7ZSQoqIiIgqnmInkmQyWQ2ZTBYik8luy2SymzKZ\nbGxpDoyIiIjoc7ZmzRoAysva4uPj8eLFCzx79gy9e/dG586dsWvXLkyePBnHjx/HV199hRcvXkj9\nHRwcEBsbi7CwMIU4YWFhiI2NBQA8fvxY4dykSZOQnZ0tLa3LS1Fj+/v7Y+TIkdixYwecnJxgbm6O\ndu3awcbGBufOnYOenl5hPhoiIiIqRyWZkZQJYLwQojaAxgBGy2SyOqUzLCIiIqLPV1xcHHbu3Ak7\nOzs0b95c4VxiYiIAICYmBpMmTcLixYvRrVs3TJs2DStWrMCrV6+wePFiqb+fnx9UVFTQu3dv7N+/\nH48fP8aBAwfQp08fqKurAwBSUlKk/qGhoVi5ciUWLVoEAwODfMdZ1NiqqqqoXr063N3dERQUhF27\ndmH8+PE4evQo+vbti4yMjJJ9cLko6Y56OVJSUjBz5kw4ODhALpfD2NgYTZo0we7du6U+Qgj8/vvv\n6Nu3L+zs7KCtrQ0LCwt06dIF58+fzzVuUlISAgICULduXejp6cHExARNmzbF+vXr8c9NcYYOHZrn\nrn47duzINf7Tp0/h4+MDCwsLaGpqokqVKmjfvj1u3bol9cnIyMCIESPg7OwMExMTaGpqwtraGn36\n9FEq8k5ERFTsYttCiOcAnv/33xNlMtltANUB3Mr3QiIiIiLK1x9//IHU1FQMGzZMadmYXC6X/n3o\n0KEK5wYOHAgvLy+cOHFCanNzc8OWLVvg6+uLjh07AniX0PHy8oKDgwN2794NfX19AEB6ejq8vb3h\n7u6uUDw7L0WJnTPe0NBQ3LhxQ9rNrVu3brCzs8PIkSOxYcMGpRlYJfXjjz9KO+rFxcUVK0ZsbCy+\n+eYbhIeHw9PTE99//z2Sk5Nx+/ZtREZGSv3S0tIwaNAgODk5oW/fvrC2tsbz58+xYsUKNGnSBBs3\nbsTAgQOl/tnZ2Wjfvj1CQ0MxZMgQfPfdd0hJSUFwcDA8PT1x+/ZtzJ07V2k8mzZtUmrLbQni1atX\n4e7uDj09PXz77bewsLBATEwMLl26hNevX0v90tPTcenSJTRr1gyDBg2Cnp4eHj9+jHXr1qFRo0Y4\nePAgvv7662J9dkRE9AkSQpT4AGAF4DEA/fz6OTs7i0/Fu82DeZT04Lup2AffT8U++G4q7vEhlPcz\nfUrHh+bg4CAsLS1LFOPLL78Uampq4vnz50rnsrOzhba2tgAgEhMTlc6bmZmJmjVrKrVnZmaKq1ev\nilOnTomXL18KIYRo2LChUFNTE8nJyUIIIRYtWiRUVFTEgQMHRHh4uHR0795dABAXLlwQDx48KFbs\nyMhIAUCMGTNG6fro6GgBQAwcOLAIn1LhvD/e4r6bgQMHCj09PXHz5s18+2VkZIgTJ04otb948UJU\nqlRJVK5cWWRlZUntoaGhAoDw8/NT6J+Wliasra2FgYGBQvuQIUMECvlNnJqaKuzs7ISTk5OIj48v\n1DX/FBUVJdTU1ET79u2LdT0REZUdAJeEKHl+pzBHsWck5ZDJZLoAdgLwE0Ik5HLeB4APAFhYWJT0\ndkRERESftLCwMFy5cgUeHh6oUqWK0nmZTAYXFxecOnUKT58+Ra1ataRzaWlpiI6Ohp2dndJ1qqqq\ncHJykr5+8eIFrl69ihYtWkizgyIjI6VZMrlxdXWFjo4OkpKSihz72bNnAICsrCyluDk7zuW181xJ\nlHRHvYiICPzxxx/w8/NDnTp1kJWVhdTUVOjq6ir1VVNTQ4sWLZTazczM0KJFC+zatQuvXr2S3mtC\nwrsfnXN2rcuhoaEBExMTpKWl5TomIQQSExOhq6sLFZXcK1Vs27YN9+/fx969e6Gvry/F0tTULPSz\nV65cGVpaWlK9KyIiIqCEu7bJZDJ1vEsibRZC7MqtjxBilRDCRQjhYmpqWpLbEREREX30Hj9+jDt3\n7uRZDygoKAgAMGzYsDxjDBo0CADw22+/KbSvWrUKWVlZ6NChQ75jyM7Ohq+vL7KysjB58mSp3dPT\nE9u3b1c6WrZsCQBYu3Ytfv/992LFtre3h6qqKvbs2aO0xGz9+vUAgIYNG+YbuzwcPHgQ2dnZqFOn\nDgYNGgRtbW3o6enB3NxcoRZVQZ4+fQoNDQ2FHfhcXV1haGiIefPmYfv27Xj8+DHu3r0Lf39/XL58\nGdOnT881loGBAQwMDCCXy9G6detc6y/t378fAGBoaIjmzZtDLpdDS0sLDRo0wKFDh3KNm5WVhejo\naLx48QIXL15E//79kZSUVOD3ExERfV6KPSNJ9m7B/hoAt4UQi0pvSEREREQfl02bNkm1cl6/fo30\n9HTMmjULAGBpaSklfgBg8ODBOHnyJB49eqRU+Pnt27f4448/UK1atXz/593T0xMbN27E0qVLER0d\nDTc3N1y/fh0rV66Eg4MDfH19pb5JSUlwdXVFt27dYG1tjfj4eAQHB+Py5cuYPXs2WrVqJfWtX78+\n6tevr3S/ffv2AQA6d+4MExOTYsU2NjaGn58fFi5ciAYNGsDb2xvGxsY4c+YMNm/eDFtb21Kvj1Qa\n7t69C+DdjnMmJiZYsWIFNDQ0sGLFCnz//feIi4vDjBkz8o2xf/9+XLhwAYMGDYKWlpbUbmRkhL17\n98LLywu9e/eW2vX09LBz50507dpVIU6VKlUwbtw4ODs7Q0dHB9euXcOSJUvg5uaG/fv3w93dXWnc\nPXr0QKNGjbBlyxbExMRg9uzZ6NixIw4ePKjQHwBu376NunXrSl8bGBjA398f/v7+RfzUiIjok1bc\nNXEAvgIgAPwNIOy/R4f8rmGNJB5lUaeivJ/pUzr4fir2wXdTcY8Pobyf6VM6PoQWLVqI//5cpHS0\naNEi176PHj1SirN582YBQPz4448F3jMpKUlMmjRJWFpaCnV1dVGtWjUxevRoERMTo9AvLS1N9OnT\nR1hZWQlNTU1hZGQk2rRpIw4ePFjo58upzfP69esSxc7OzharVq0Srq6uQkdHR6ipqQlLS0sxatQo\n8erVq0KPp7iKUyNp2LBhAoAwMDAQ0dHRUnt6erqws7MTWlpaSp/5++7duyeMjY1F9erVc33GK1eu\niO7du4sJEyaIXbt2iaCgINGgQQMhl8vF4cOHCxzfvXv3hLa2trCzs1Not7W1FQCEm5ubyM7OVuiv\npqYmXF1dlWIlJSWJI0eOiP/7v/8Tv/zyi2jYsKEYNWqUSEpKKnAcRERUvlCGNZLK5CY5BxNJPMri\nh/nyfqZP6eD7qdgH303FPT6E8n6mT+mgz1dxEkljxowRAMSAAQOUzk2dOlUAEPv378/12ocPH4oa\nNWqISpUqib///lvp/N9//y20tLTEb7/9ptCenJwsrK2thaWlpcjMzCxwjEOHDhUAxN27d6U2R0dH\nAUCsXr1aqX/z5s2FTCYrMEGUmJgoatasKdq0aVPgGIorICBA9OzZU1hbWwsAJS5Un5WVJRo3biwA\niI4dOyqdv3Pnjhg/frxo1aqVMDAwEADEtGnT8oz34sULMXz4cGFubi7U1dVFjRo1hK+vr4iNjS1w\nLIGBgSInofzPJGzOWBctWiTs7e2FpqamMDc3F99//32u7yU9PV3Mnj1b1KpVS2hoaAhjY2PRvXt3\ncfv27QLHQUSfh7JMJJWoRhIRERER0afM3NwcAHItfF61alUAyLUYdUREBFq1aoWkpCQcOXJEYclY\njsWLF+Pt27fo1auXQru2tjY6duyIyMhIREREFDjGnCWS0dHRhR63EALx8fH5xtXV1UX37t1x+PBh\nPHjwoMBxFMePP/6I48ePw9bWFkZGRiWOt3z5cly/fj3P82fPnsWiRYvw5MkTODs75xvr1atXaNSo\nEdauXYuuXbti2bJl8PDwwG+//YZWrVohJSUlz2ujoqLg7++fa1H2HOPGjcP333+POnXqYNmyZejV\nqxeWLl2Kzp07Izs7W+onhICHhwcmT54Me3t7LF68GL6+vvjrr7/QuHFj3Lp1K9/nKG1z5sxBr169\nYGNjA5lMprREtyCvXr2Cp6cn6tWrB2NjY2hpacHOzg7Dhg3D/fv3c73m+PHjcHd3h4GBAbS1teHi\n4oKNGzeWOLaVlRVkMlmeh7e3t0L/lStXYsCAAahVqxZUVVXxrtoL0eenxLu2ERERERF9qlxdXQG8\nK5b9TzltlStXVmiPjIxEq1atEB8fj6NHj6JBgwa5xi6tnezCw8MBvNsd7v1xHzx4MM9xq6mpwdjY\nuMDYqampAICYmBjY2toW2L+oHjx4IO2s5+joqLQjYFE8ffoUP/74I2bOnInx48fn2qdLly6IiYmB\noaEhLl26lG+B94CAAERGRuKPP/5Av379pPamTZuif//+WLRoEaZMmZLrtaNHj4aNjQ0cHR1zLVB/\n8+ZNLFu2DN27d8fOnTuldmtra/j6+mLLli3o378/AODPP//EgQMH4OPjg5UrV0p9Bw0aBEdHR/j6\n+uLo0aP5fzil6Mcff4SxsTG+/PJLpcL5hREbG4t79+6hTZs2sLS0hFwuR3h4ONauXYvt27fj3Llz\nqFOnjtQ/ODgYAwYMgLW1Nfz9/aGjo4Ndu3ZhyJAh0jsvbuwlS5bk+j0XGBiIc+fOoXPnzgrtc+bM\nwZs3b9CgQQMkJyfn+ueL6LNQVlOfhODSNh7KB99NxT74fir2wXdTcY8Pobyf6VM66PNV0NK2yMhI\ncfv2bZGeni61ZWZmCktLS6GtrS2ePn0qtSclJYkaNWoIQ0NDhaVIERERwsrKShgYGIgLFy7kOx4/\nPz8BQMydO1ehPTY2VlStWlUYGRmJjIwM6X6pqalKMa5cuSI0NDRE7dq1Fdrv3LkjVFVVhbOzsxRD\nCCHCwsKEioqKaN26tdT26tUrkZWVpRT7+fPnomrVqkJXV1ckJyfn+yyloThLD9/n4eEh6tevLzIz\nMwWQ+9K29128eFEAeS9tq1evnpDL5Qo1poR4tyRNS0tL2NjY5Hrdrl27hIqKijh//nye9cUmT54s\nAIhTp04ptKempgptbW3Rvn17qc3X11cAEGfPnlW6V5s2bQQAERkZme+zlqYHDx5I/17Sd/a+Cxcu\nCABi5MiRUlt6erowMTERZmZmCssJs7OzRbt27YS6urrCeIoSOy8pKSnCwMBAVK1aVeHPjhBCPHr0\nSPqz0rFjRwH+pUIVCMpwaRtnJBERERHRJ6ukO+qpqqrit99+Q+fOndGkSROMGjUKGhoaWLduHZ48\neYI1a9ZAR0cHAJCYmIhWrVohIiIC3333He7evSvtnpajdevW0swhPz8/bNy4ET/88AOuX7+OZs2a\nISYmBqtXr8bz588RGBgINbV3P66Hh4ejffv26Nq1K2rWrCnt2rZ27Vqoqqpi1apVCvext7fHxIkT\nMWfOHLRo0QJ9+/ZFTEwMli5dCm1tbSxYsEDqu3nzZixZskTafU9DQwP37t3Dhg0bEBsbi6CgIGhr\na5fiWyl9O3bswN69exEaGgpVVdVSiZmWlgYtLS2l5UsqKiqQy+V4+PAhoqOjFXYyTEhIwJgxYzB8\n+HC4urpi+fLluca+ePEiVFRUpBlvObS0tODk5ISLFy8qjANAru8gp+38+fOwsLAo3oMWUc4MstJm\naWkJQHGp6I0bNxAdHY3hw4fD0NBQapfJZBg8eDAOHjyIzZs346effipy7Lzs2LED8fHxGDlypPTn\nL0dRl/ERfaqYSCIiIiIqAZbIKD1ClH7MNWvW4OTJkwptOf/T2aJFC4VEUl7at2+PY8eOYcaMGZg9\nezaysrLQoEED7N27V2Hpy5s3b/Do0SMAwLJly3KNFRISIiWSLC0tceHCBcycORPHjh3Dli1bIJfL\n4eTkhIULF6J79+7SdVWqVIG7uztCQkKwefNmpKamomrVqujTpw/8/f1Rq1YtpXsFBATAysoKgYGB\n+Ne//gW5XI5WrVrh559/hoODg9TPzc0NFy9exH/+8x+8ePEC6enpMDMzg7u7O8aOHYumTZsW+BmV\np/j4ePj6+mL48OFo3LhxqcV1cHDA3bt3ERYWBicnJ6k9LCxMSkg8fvxYIZE0adIkZGdnY86cOfnG\njoqKgomJCTQ1NZXOVa9eHaGhoUhPT4eGhob0ro4fP4569epJ/VJSUnD+/HkAwJMnT4r/oOUkIyMD\n8fHxyMjIwP379zF9+nQAQIcOHaQ+hUminTt3rlix87JmzRrIZDIMGzasqI9E9NlgIomIiIiIPlkn\nTpwolb4tWrTA8ePH873eysoKoojZMFtbW2zYsKHAflWqVMGmTZuKFBsAfHx84OPjk28fZ2dnbN68\nucixK4qJEycWKnlTVH5+ftizZw969+6NJUuWwNHRETdv3oSfnx/U1dWRkZGhUHA7NDQUK1euxObN\nm2FgYJBv7JSUlFyTSMC7WUk5fTQ0NDBw4EDMmjULU6dOhY6ODtzd3REdHY1p06ZJBdbzK/xdUR06\ndEghEWtmZoaFCxcqJHft7e2hqqqKEydOQAihMDssJCQEQO5JtMLEzs39+/dx6tQptGjRAnZ2dsV+\nNqJPHXdtIyIiIiKij9Jff/2F1atXY+HChQpLn0qDm5sbtmzZgsTERHTs2BGWlpbo3LkzWrVqhU6d\nOgEA9PX1AQDp6enw9vaGu7u7QmHuvGhra0uzbf7p7du3Uh8AMDIywtGjR2FrawsfHx/Y2NjA1dUV\nycnJmDRpksI4PiaNGzfGkSNHsHfvXvz73/9GtWrVEBsbq1Bg3sjICN9++y2uXr2KoUOH4tq1a7h/\n/z7mzZuH1atXA8g9iVaY2LlZs2YNhBCcjURUAM5IIiIiIiKij9Lo0aNRv359NGrUSGl795SUFNy/\nfx+GhoYKy8+KolevXujevTuuX7+OxMRE2Nvbo3LlynB1dYWampo0ayUwMBB37tzBwoULFcaRmJgI\nAHj06BESEhKk+kLVqlXDrVu3kJaWpjQz6dmzZzAxMYGGhobUVrduXVy9ehX3799HVFQUqlWrBjs7\nO0ycOBEAcl3aWNGZmJjA3d0dANC5c2cMGjQI9erVw6tXrxR2p1u6dClkMhnWrl2LjRs3AgBMTU0R\nFBSE/v3755pEK2zs92VlZWHDhg0wNDREz549S/txiT4pTCQREREREdFHKTIyEvHx8ahZs6bSuZCQ\nENSsWROjR4/Gr7/+Wux7qKqqKtRIevHiBa5evYoWLVpIs4YiIyORnZ2N9u3b5xrD1dUVOjo60lbz\nDRs2xOHDh3HhwgW4ublJ/d6+fYuwsDA0b9481zh2dnYKS64OHDgAfX19NGvWrNjPV1FUq1YN7u7u\nWLNmDZYuXSol2LS0tLBy5Ur8+9//xq1bt6ChoYH69etLCbvCJNHyiv2+/fv34/nz5xg9erS0vJCI\ncsdEEhERERF9slgMvfR8iGLoRfH48WOkpKTA1tYW6urqAICNGzciPT1dqW+vXr3g7OyMH374oVRr\n3WRnZ8PX1xdZWVmYPHmy1O7p6YmvvvpKqX9gYCBOnDiBtWvXwsjISGrv06cPAgICsGTJEoVE0urV\nq5GSkoIBAwYUOJZly5bhxo0bmDZtmrRz4McuNTUVWVlZSEhIgKmpqcI5IyMjhYTZ/v37ARSugHZB\nsQEgKCgIAODl5VXc4RN9NphIIiIiIiKicrFp0yZERkYCAF6/fo309HTMmjULwLtd7d4vjjx48GCc\nPHkSjx49krZh79KlS56xq1SporREKT4+XtpRLyoqCgBw6tQp6Z5dunSRdkZLSkqCq6srunXrBmtr\na8THxyM4OBiXL1/G7Nmz0apVKylu/fr1Ub9+faUx7Nu3D8C75VXvL6+rW7euNFOqe/fu6NChA27f\nvo2lS5eiRYsW6P//7d13nBXV3cfxzw8RRbEhiQ0BUbCGWBOMGjCxRI0NS6IRF1hLNMYWo9FYiYao\nsT429JEiqMmjEhvGFkWDiSZ2iUpQAUVREbABUn/PH2fuMjs7c+/cu5fdC37fr7GhbfcAACAASURB\nVNe8du/MmXpm5pw5c86ZI49stJx9992X7t27s9VWW2FmPProo9x7773st99+jQq0ak1a4d9HH33U\n8OXCuNdff52//e1vdO/ePbWgJ27y5Mlceuml9OzZk8MOO6xhfKXL/vDDD3nooYfYfvvtG9U+q2VD\nhgzhxRdf5IUXXmDy5Ml07dqVKVOmlLWMoUOH8vTTT/PCCy8wadIklixZkvnBgCuuuIIHHniAiRMn\nMmvWLDp27MgWW2zBySefzMEHH5w6z6xZs/j973/Pvffey7Rp01hjjTXYZpttGDx4cKMCVHdn6NCh\nDB06lDfffJNVVlmF3r17c+GFFzb5EuOAAQOKfqBgs802Y9KkSZnTzzzzTC6//PJGNQSlfCpIEhER\nERGRVnHrrbfy1FNPNRp33nnnAeFLeaW+slWu2bNnNyy/4Mknn2z4Aljnzp0bCpLatWtHr169uOOO\nO5g+fTqrrbYaO+20Ew8//DB77713s7fl6quvplu3btx8882MHTuWTp068ctf/pLBgwfTpk3jbyLt\nvPPO/PnPf2bEiBEAbLnlllx//fUcf/zxrLTSSs3elnI0t/BvyJAhPPbYY+y3334NXzqcMGECo0aN\nYuHChdxwww2N1jd06FAefPBBdtttNzp16sSbb77JLbfcQtu2bbnrrrsaNVMrd9kFI0eOZNGiRSVr\nIz3wwAO88sorAA1N6wr7vvbaa3PSSSflPYzNds4559CxY0e23357Pv3004qWMWTIEGbOnMl2223H\nnDlzmDZtWmbYf/3rX3Tr1o19992XTp06MWvWLO666y769evH4MGDm1xXU6dOpW/fvnz55ZfU19fT\ns2dPPvvsM1599VXef//9RmFPPPFEbrrpJvr27ctll13G3Llzufnmm+nTpw+PPPIIffv2bQh7/PHH\nN/R/FffEE08wfPjwRl/rS3r55Ze56qqr6NChQ9lf2JQEd2+xYYcddvAVRajcq6G5g+KmtgfFT20P\nipvaHZaF1t6nFWlQ3NTusCy09j6tSIOIu3ufPn0cSB369OmTGnby5MkN4x577DHv16+fd+3a1du3\nb+/t2rXzTTbZxAcMGOATJkxosr6nn37a+/Tp4506dfJ27dp5ly5d/IQTTvD333+/Sdhyl13Qs2dP\nb9++vX/66adF972uri5z37t27Vp03mp7++23G/7feuutK1r/5MmTffHixe7uvt9++zllXugLFy70\nXr16eYcOHXzRokWNpu26667euXNn/+CDD4ou46WXXnLAf/SjH/mSJUsaxs+ePdvXW28979GjR8M2\nFrPXXns5kBnPixYt8h133NH3339/79Onj6+++uo59nD5Ajzv3jJlO6qRJCIiIiIiIrmMGzeuWWH3\n2GOP1BolWXbbbbfc6yx32QUTJ07MFW7EiBENtcJaW+ELgM1RqCVWqbZt27LRRhvx2muvsXDhwoba\ncU8//TTjx4/n2muvZYMNNmDhwoUsXLiwoXP6uEJtwLq6OizWqd3aa6/NgQceyM0338wzzzzTqClc\n0tSpU3n88cfp3bs3W2+9dWqYa6+9ltdff527776burq65uy2AG1KBxERERERERGRr7tZs2YxY8YM\n3njjDQYPHszDDz/M7rvv3uhLd4WO0Lt06cL+++9P+/btWX311enZsyejR49utLz58+cDpBYyFcY9\n++yzRbdp+PDhLFmyJLNp4tSpUznvvPO44IIL6Nq1a/6dlUyqkSQiIiIiIiIiJfXs2ZOZM2cCoUbS\nIYcc0qTvqUINr2OPPZYePXowcuRI5s+fz5VXXkn//v1ZuHAhAwcOBGioQfTEE0806jzf3Rv6T3vv\nvfcyt2fJkiUMHz6cDh068JOf/CQ1zAknnMAmm2zC6aefXuFeS5IKkkRERERERESkpDFjxvDVV1/x\n/vvvc9dddzFv3jw+//zzRl/D++KLLwBYY401ePLJJ2nXrh0ABx98MN27d+ecc86hrq6ONm3asM8+\n+7DVVltxww03sOGGG9KvXz/mzp3LlVdeyYQJEwCYO3du5vY89thjvPvuu9TX19OhQ4cm0++8804e\nfvhhxo8fT9u2Kv6oFjVtExERERGRFmemoVqDSEv5/ve/z1577cXAgQN56KGHWGONNdh1112ZPXt2\nQ5j27dsDcMQRRzQUIgGss846HHDAAXz44YcNtZbatm3LX//6V3bZZRfOOussevTowbe//W1eeukl\n/vCHPwCw5pprZm7PrbfeCpDarG3WrFmceuqp1NfX873vfa/5Oy8NVJAkIiIiIiIijbR24diKNKzI\n6urq+PDDDxkzZkzDuM6dOwOw/vrrNwm/wQYbADQqeOrSpQtPPvkkU6dO5amnnmLChAm88sorDf0u\nbbHFFqnrnjlzJvfddx9bb701vXv3bjL9oosuYs6cORx77LG89dZbDcO8efNwd956662izeYkm+p2\niYiIiIiIiEjZ5s2bB4TaPwXf+c53uOmmm5g2bVqT8IVx3/zmN5tM69KlC126dGn4/dBDD9GmTRv2\n3nvv1HXfdtttLFiwoGgn23PmzOG73/1u6vQePXqw9dZbNzShk/xUkCQiIiIiIiKygnr33XeZO3cu\nm266KSuvvHLZ88+ZMwd3b9IH0eLFi7n++usBGtUIOuiggzjllFMYPXo05557bsN806dP595776VH\njx5sttlmRdd5//33M3bsWOrq6jK/tDZs2DDatWvHUUcdlTr9rLPOSp12wQUX8M477zBq1CjWWmut\notsh6VSQJCIiIiIiIrIcGTVqFFOnTgVgxowZLFiwgIsvvhiArl270r9//4awRx99NE899RSTJ0+m\nW7duDeMfeOABXnnlFQDeeustgIZlrL322px00kkATJo0iT59+nDooYey+eab07FjR95//33uvPNO\nJk6cSF1dHbvttlvDctdZZx3++Mc/cvzxx9O7d28GDRrEggULuPHGG1mwYAHXXXddo32pr6/H3dl2\n221p374948eP5/bbb2ennXbimmuuSd3/5557jgkTJnD44YfTqVOn1DA777xz6vjrrruOqVOncuih\nh6YfXCnN3Vts2GGHHXxFARqqMShuantQ/NT2oLip3WFZaO19WpEGxU3tDstCa+/TijQobmp3WBZa\ne59WpGFZ6NOnjwOpQ58+fVLDTp48udH4urq6zGV07dq1IdyMGTP8xBNP9F69evk666zjbdu29XXX\nXdf32GMPHz16tC9ZsiR1G++55x7/7ne/66uttpp36NDB99xzTx8/fnyTcDfddJNvt912vuaaa/qq\nq67q22yzjV9yySU+d+7czP0/9thjHfBHH3009zGLH4/VV1+97PlqHfC8e8uU7VhYX8vYcccd/fnn\nn2+x9S1LK3qnaS1lWZx+ipvqUfzUtmrHj+KmenTt1DZdO7VL105t07VTu3Tt1LYWfOSWrzEze8Hd\nd2yJdemrbSIiIiIiIiIikosKkkREREREREREJBcVJImIiIiIiIiISC4qSBIRERERERERkVzatvYG\niIiIiIiIiEg+6gi9etQRemVUI0lERERERERERHJRQZKIiIiIiIiIiOSigiQREREREREREclFBUki\nIiIiIiIiIpKLCpJERERERERERCQXFSSJiIiIiIiIiEguKkgSEREREREREZFcVJAkIiIiIiIiIiK5\nqCBJRERERERERERyUUGSiIiIiIiIiIjkooIkERERERERERHJRQVJIiIiIiIiIiKSiwqSRERERERE\nREQkFxUkiYiIiIiIiIhILipIEhERERERERGRXFSQJCIiIiIiIiIiuaggSUREREREREREclFBkoiI\niIiIiIiI5KKCJBERERERERERyUUFSSIiIiIiIiIikosKkkREREREREREJBcVJImIiIiIiIiISC4q\nSBIRERERERERkVxUkCQiIiIiIiIiIrmoIElERERERERERHJRQZKIiIiIiIiIiOSigiQRERERERER\nEclFBUkiIiIiIiIiIpKLCpJERERERERERCQXFSSJiIiIiIiIiEguKkgSEREREREREZFcVJAkIiIi\nIiIiIiK5qCBJRERERERERERyUUGSiIiIiIiIiIjkooIkERERERERERHJRQVJIiIiIiIiIiKSiwqS\nREREREREREQkl2YVJJnZj8xsopm9ZWa/qdZGiYiIiIiIiIhI7am4IMnMVgKuB/YBtgKOMLOtqrVh\nIiIiIiIiIiJSW5pTI+k7wFvu/o67LwD+BBxYnc0SEREREREREZFa05yCpI2A92K/p0XjRERERERE\nRERkBdS2GfNayjhvEsjsOOC46OeXZjaxGeuU8nQCPmntjSjG0s6irw/FT+2q+bgBxU9rb0Qxipva\npvipXYqb2qb4qV2Km9qm+KldK1jcdG2pFTWnIGkasHHsd2fgg2Qgd78ZuLkZ65EKmdnz7r5ja2+H\npFP81C7FTW1T/NQuxU1tU/zULsVNbVP81C7FTW1T/Ky4mtO07d9ADzPbxMzaAT8F7q/OZomIiIiI\niIiISK2puEaSuy8ys5OAR4CVgGHu/p+qbZmIiIiIiIiIiNSU5jRtw90fAh6q0rZI9alJYW1T/NQu\nxU1tU/zULsVNbVP81C7FTW1T/NQuxU1tU/ysoMy9Sf/YIiIiIiIiIiIiTTSnjyQREREREREREfka\nUUGSiIiIiIiIiIjkooKkKjOz1czsVDP7u5nNMrOFZvaRmT1kZgPMLLVfKjO7zMzczCaZmWWEGRCF\ncTPbM2V6t2jadUW27/+iMI8XCXNhbD1uZgvMbIaZPWtmV5lZrxzH4cRo3s/MbLVS4VuSmfWN7Vvq\nsTKzb0b77WY2LjZ+XOLYJIdzo3BtonNgnpltmbL89aJjOqlwfErFn5n9MIq/98xsvpl9YWYvmNkl\nZtY5Yx8uM7P/mNmcKPxLZna+ma1Z4eFrEbFzfUDG9MKxGhEbV4iD0RnzjDOzLxPjCuf6joll5Bm6\nxbaj2NA5tr4piWlfmtm70f3hZDNbuxrHr7XErq0zMqb/K5r+v0WWMSJxjBab2cdmdr+Zfa/IfFdG\n4d8sEuaY2HL7pkzfLJp2dYldXS5ZGelT2vWSWFajaycalxr/lVybien7xs6FLuXtdcsws1UtpHtP\nRPf2hWb2qZn928wuNbMtEuHj6Xna8FYsbNp9Zl50b7/IUtLYxHWU+tllMzstFmZARpiVzOwDi6Vv\nGeEKaeM7Fr7km5yevNfeHcXnrhnL2zWafnfWOpclM+tuZjeb2ZtmNtfMZpvZ62Y20sx2Twl/oJmN\nje5VC6Jjdo+Z9clY/hQzm1Jk/YX462aN8yylhinR/IXz69CM5ZfML9aCHPveOwqXHD/fzN4ys6vN\nbN0S6yh5f0lcgxdnhJliZhMypvU0sxui82lOdP3+NzrHdspYT8k8Ra3JiK+vovvCcEvkh1sg3pJ5\nrqxhQGKeCYnlFK7HTs04PM1mZutEx9PN7KiMMI2eW1KmjzOzJv3amNn+ZvaYmU2L4mG6mf3DwnNE\np9iym5tHLpp2Jbap5LOklch3lhPOcuRRpbFmdbYtjZnZZsBYoCfwODAE+AT4JrAHMBzYCjgzMV9b\noD/wNrAZ8H3gqRKr+4OZPe5ldHIV3ZQPiNbzAzPr5u5TisxyPjCZ8FW+dYBtgXrgFDO7Evh1kfUP\nitazKXAYMDLvdragr4AjzexX7j4/Ma0/YMCilPnmA8dkLPNlAHdfYmYDgVeAkWa2s7svjoUbCnQE\nDnL3ucU20szaROGPAaYCdwCTgHbADsAvgGMJ51lhnp2BB4A1gduBawnxuDtwITDQzPZ29/8WW/dy\n6kgz+6O7v1zBvP0Tv3cDjiN0FPj3xLQZwDei/x8DbstY5qzE72nA2dH/qwIbAn2Ba4DfmtkR7v5E\n2Vte48xsG2Anwn3hJ2Z2irvPKTLLCcCXwCrAtwjn+D5mtoe7N7o/mtnKwFHRsjc3s13c/ZkSm3QZ\n8J3K9mb5U2n6VGWVXpuDgPeA9YCBwEVV37JmMLPuwIPAloS0+ypgOtCBkG4OAs4wsy7u/n5i9muB\nf6cs9ouUcfH7zDeAQwjp9M7AXhmb9xXhmD2fMm1gNH3VjHkB9gE2IFxbA83skhL5jk0I1+41RcIQ\nhdkNGGFm347fC6IHhuGE8/PnJZZTdRYKu54CFhKO93+A9oRrZ39C3DwZhV0p2tb+wOuE/Z4OdAWO\nBsaZ2RB3P6cZm/QGTdOm4wjH7zTCcSrILJBdzt1J+sd93or9/zJwRfT/OoRr4hRgDzPb3t0XZCy7\n3PvLaWZ2vbtPz7PhZlYP3Ei41u6MtnMR4Xw6BDjWzLZ299djs5WTp6hF8fhqD/Qi5GEPMbNvufvU\nWNhlGW+nEu7DaTpG610EvJBnp2rAzwh5/8mE57HUlzPlMrNLCWn/q8ANwEeEvOl2wMnA/xHuM9XI\nI+dNu6AFnyUryKMKgLtrqMJAuFG+Sch49MsIsxNwYsr4AwEHfkC4eEdmzD8gCvfv6O8RiendovHX\nZcx/CrCEUPgwH7goI9yF0XJ2TJnWEfhbNP2sjPm/HU3vD7wIPNXa8ZPYvr7R9t0R/T08JcwE4D5C\npmxcbPw44Msy1nVytI5zYuPqonGX54k/YHBse9ulrGNt4KrY7/WBj4FPgZ1Swu8LLIjO1/atHR8l\nzvUBGdMLx2pEbJwTEsGvgEdS5mkSd8XO9TK3I/WaSwk/BZiQMa0P8BnhIWWz1o6DCuOtcG2dkTLt\nqmjfekdhBmYsY0Q0vVNi/CHR+LEp8xSm9SFkXm7NWPYxNL6HHpaYvlk0/urWPpZVjpey06dS97q0\naycr/iu5NmPTvhHdr84DxhAy0NbaxzRxbN+ItvHgjDCrEgqPN4yNK9xbDs2xjtT7DOHlQOFc3iEx\nrXAd3UF48FwlJb6d8KKh2D3uL4SM9QFRuN0zwo0D5hIKXWYAa+Y4Xw6Kxl2fCPs/0fiDWilOH4jW\nv23KtDaJePxdFHYk0DYRdjXCA5QDgxLTpgBTimxDIf66VTi96PmVdU7V2pB1T0kJ58CDGeevA4dk\nzJfr/hI7XoXrbWhKmCkk0ndCIf1i4LX4eROb3pZQGLjV8hQvlcQXS/PDp7VUvBXZzjbAI9E66nLE\nY+F665R3Hcvo+L5EeAY7mfA8t2lKGCf23JIyfRzgsd/fjM7RfwErp4RfC+iQsazCfWZAxvTU85ki\naVcsTK5nyTLuEUXDkTOPqqHxoKZt1XMMsDlwhbuPSQvg7v929xtSJtUD7xDecN0OHGrFmx5dC7wP\nXGwpVciLGES4ubxAeDM9IKrtkpu7zyKUCn8OnG1mq6cEqycUwIwh3Hy/b2Y9yllPC3mRUGNoYHyk\nmX0H2JrwlrG5/ofwZvMCM/uWhSrJ1xAePM4rNbOZfRP4NaEm0iBPeTPj7p+6+2mxUb8mJLJnu3uT\nN93u/hBwNeF8rS9/l2rau4S3KXuZ2Q9be2PK4aGWza8Ib89+08qbU1XRfeoo4C53f5aQGSr33Hsk\n+rtZyrR6YFJ0DO8EDjezrLeQEDIMHwKXWEZz4xVMc9Knaqn02uxPeNgaRUhPugG1dG0fA2xBeDHw\nl7QA7v6Vuw9x9w+quWIPtVzHRT+z0thhhLf8ByXGDyQU+DyYtfwo/dmPUEjyEOEFRbHrdgmhwKwT\nIR0qyt3vJcTrCWa2R7TOvoRatrdF01tDD2Cmp9Scc/clhXiMjs8ZhHP7eHdflAg7l1CDYA7l59ek\nOgrdOGRdH+XeX54jFHIMMrPNc6z/UkLt9p+kXf/uvsjdr/LGtZFWVIX9z6phFFfteEsaQqgJc527\n12KLiSbMbHtCDdeRhGfFhSSeXyrUnVCw9rS7L0xOdPfP3L2qNR1zpl0t9ixZpTzq15IKkqqn0A79\n5nJmMrP1CVXHb/NQJDqC8Bbrp0Vmm0d4u9ednNW+LbTB7sXSaoEjgC6EtyVliQqT/kIopW7Uv4GZ\nrULION3toUrgHVTvZrcsDCc82MTbnA8iZJiLZbA7ZQyNHkqjOB1ISDhHEjL1HQhvQL7KsX37Ed5m\n35YzPITaGYX1ZbklFnZFcwmhZs+lZun9jS0Dq2acD+X2eTSKUFtw32Wwja3pQMLDZfz+s0vOjHhB\nIQMRb8aBmW1EyBDGl90BOLzIsuYSqsH3IFTLXtFVlD5B9r2OkE6Vq5JrcxDhTeQUlhZmDKpg3ctK\n4dhW2qfCGhnHOO0lTZpNo79ZzV1ejoaGY2ZmqwJHEJpFNHlwiKkjeliLCkluB/qZ2VpZM7j7/cB4\n4PQof1PKyYQXY8Oia3lY9PvkHPMuK28D65pZvxLhCunzqKz02d0/JtRu3oDQjKOlpZ5fhMLF5clq\nKfuxRo75Sl0fldxfziYUDg0pFsjMNgG2B8ZXUFBUrTxFa4nH18Zmtg/h/v8JcE+O+ZdFvAFgZocR\nmnGNB07PM0+NqCcUSt/j7jMJFQLqyq0QkOKd6O+PzWzDZi6rHJlx3ArPktXIo34tqSCperYBvnD3\nd0qGbKyOUMXvNgB3f5WQ6StVEjqcUKvl3JyJ6SCiG1D0O8/bxWJejf72TIw/iND8bSSAu3/C0pvd\nShWua1kaTWgffTSAmbUnFOIVMs5pVie8yU0btk0GdvfJhERrO2BP4NK0mkIZton+5upTJDoXugIT\nvUjfS+4+iVCF81s5t2O5ESWwlxGacP6khVZbT/r5ML6chXjoq+u/wAY5r+vlxSBCdfGno9+FTEGx\njF/HKBO6oZn9iKV9AST7jRhASMtGAbj7i4RmBKXubf9LONbnl/HQvryqNH0qdq8rWeMkqdxr08y+\nS6gdWkhPFhHOnYPNrFYehLcBPo/u8w0sdFKdfAhsnzL/MNKP76UpYeMPl1uY2fnAwYR+14r1qziM\n0N/IxtHvfoQm0cNK7NtAwlvqwr6NIDTlO7LEfGcRChovLBEOd/+UcK1uTEjnNgHq3f2zUvMuQxcT\n7k/3WOgQeZiZnWBNP5xRSJ9fLLG8wvTWSG+zzq9S21xrLqLpPtySCLNy7PrYzMx+Qajd9iXQpHZb\npfcXd59IOK4HW9TZd4ay8m8JVclTtKJ4fL1LeOZYBOzm7h8mwrZIvEXzbkN4fvqA0LS9WEF6zYgV\n/hcKViDsf2dg7+YsOyrsvo5Qa3mymT1toYPtQ6uYzpabdrX0s2QleVRBBUnVtCahuVe5BgF/T2RC\nRwDfMbOts2aKqgWeTWjCVDRDH2VejyCUYn8ZzV+48R5oZh0r2O7Cviab4NUTLsb4jWEEodO2H1Ww\nnmUqerC5n/AwCiGDvRbFM9hfEQqE0oaJGfPMiP2fWdMpReH45j23CuHzZMI/J+zriuhqQkbhYgsd\nMS9r95F+PmR1yl5M1rW1XIpq++3F0lqX8UzB0clafDETCdfN+8BfCfeQ37j70NiyjfCw+6S7vxub\ndyTwPUt8KSsuugeeQ+io81cV7t7yotL0qdi9blSF21LOtVl4Axv/ctdwQi2QUoUZLSXr2G5J04fA\nX6SEG0z68f2flLDxh8s3CA9rTwI/9KYfjIgrNIM4Ovo9EPi3u6d+YQrAwhcStyRWszX2oqto5trd\n/0F4AKzP80bX3R8l1JbrBNwc/W417v5PQmHnSEIaOZDQLPN1C1887B4FzZveFqa3RnqbdX6lfvGp\nht1M031Ifj1tL5ZeH5MID8cTgD2ih+Wk5txfLiDUbL2sSJhy829x1cxTtIZ4fO1PKFzuBDxkZl0T\nYVsk3qJCkXuBlQl9hyULtGpZP0ItwnhLg7FUr4buyYT04R+Ej5D8GrgLmG7hq6PNLbwpN+1qsWfJ\nZuRRBX21rZo+B8qqQWBmuxFq9Iy28EWdgucIfQ3UU6TapbvfZ2bPEKqQF+vb4lBCBuapxHqeJnzR\n4ChCv0vlaJJARonDDwlv+jeNtVyYGIWrJ1yYtWY4MNbCZ4gHAf8qUQ15sbs/XmR6Ixb6UbiB0Bng\nusBQM9sxrb+jFIXjm/fcKoTPk2Fdk3wFTrXMU0e6zzWzCwmZmZ+T/lBWTdPKOSdKaE7msxYNJLy0\neCZx/3mC8NZpX0JhbtIhhGOwGJgJvJHy9rAvoXr0sMSynyXq4JYiXyFz93vM7DnCF7VuKmenljNl\np0+RzHudZXy2vZS816aFL3f9lNCPwvqx9GQu4UtN9cD1lWxDlX1OeqHvZMJDFIROQ/+YMf9rZdw7\n7iM8ZK1EaJZ5JqEmT7FCJNx9lpndT+gXcTThwx4nlVhXPaHw6aXEtfUIcJaZ9YoKlrKcTXiA/D35\nmlD/k9DM9J85wi5z7v4a0QumKG/Th/AQvxtwn5ntQP70tpwXPE02pYJ54lLPLzPr1szltrRJOa6T\n54BzCc3OuhDyz51J6ZOnufcXd59uZlcD55jZ/u7+QEqwcvNvcdXMU7SGZHw9aGZPEdLmS2ncfccy\nj7eo+dcdhPzCz6PC4uVJoSBmWuJ+/BhwmJl1igo/KhIVoIwCRlnoL6gXoXDlVEI68yklmnKWkDvt\naoVnyUrzqIJqJFXTBGDN2JuqPApNLwYTSuELwz8JcXNUjje2ZxGaH1yQYz23JtZT6HS1ktLsXtHf\neA2cwsV4XGI9bxAyUj+OClVqzSOEWg8XALtTurp/uW4kFCAdTaj58C1ydLQdKbwx3i5PYHf/glCN\nePMowU0V3SzXIDQBqkXzor9Z+7B6IlyaYYQvVZ23vDQTi9qF9wSmR3G5XIvVGIJwncXvC4XC66z7\nz9Pu/ri7P+nur2ZUQS/c2y5JLHs8IVOa523SmYRrIe81uTyqJH1alvJcm4cT4mU/GsftJEKH69uZ\nWZOmxK2gcGw3iY909znR+fs41fu09LRomY+4+3WE9GpD4E9mJfucGkY4brcQHtDuzApooaP6wwlv\n7l+i8bE/KwpWqlbSm4SXNP2ipijLLXef6u63EQqTniE0WfoOS9Pn7UssojA9nt7Oo3g/Y3nSOGns\nk+j6eMzdbyUU+i0iNFFMNiutxv3lUsJLjiGW3k9NWfm3FZ27P0coTP1B+220pwAAEsZJREFUYlJL\nxNvFhJosw+K1mpcHUdqyO6EFyn9pvM8/AwodRRd8Rel7S+Z9xd0XuPvz7v57Qlw4ze94upy0q8We\nJZuZRxVUI6ma7gG+T3hjdU6pwFHm+VBCaXJaB6i9CA82B1CkYzp3f8bM7ovW2+RrPGa2abRdt5PS\n1phQ6vtzM9vBw9fcSoqawh1MSBDGR+OM8PbuZcJDXdL6hDfP/YEr8qynpbj7YjO7jfAGdR7wp2ot\n28x+RqiSepW7jwfGW+jo7zdm9peoP5dixhIShf5mdkmJ5gsFYwhvEY4GsmpZHBMLW4sKTT2TfVKQ\nGJ/Z50sUr2cTOoY/o4rbtiz1B1ahNmvuVWJ3Qp8nVxMewJKOAA4ws/Xc/aNyFmyhw99+wMOEQvKk\nbYHfEjKc92Utx92fNrOxwPGU1+x0eVJW+rSs5bw2BxGawJ2SMq0doa+seuCXy2Qj87ubpcf2ty25\nYnd/28z+CJxPuJbuKBL8UUJ/FHsCd0R9E2U5nNBh/TmEDHXSyYQXXWeWqFl7AaGpyWWEZgzLNXf3\nqAbjLsBGhH5f5hOOxe/S0mcz+wahI9fpNK5tNRnYokhNgi0J/RhWXMvg6y6qiXcuoRD1NELtuIJm\n31/c/XMzu5jwFdC6lOmTzewlQqe9W0SFq193bQl5nEzVjjcLneb/hvC5+RObs/GtZCDhxdixhJpB\nSRcT9vnq6PdkoIeZrRR1g9IgerHWgyJ55zh3n2hmswn3u6rJSrta4VlymeVRvzbcXUMVBkLp75uE\nN30HZoTZATgx+v9YQilvvyLLmwOMjY0bEM1zaCLsloTS+39F06+LTbskGrd9xnq6RtOvj427MBq3\nY0r4jsDfoum/jo3fMxp3epFj9A7wnxqIq77Rtp4RG9cl2u+jE2G/BMbFfo8Dvsy5ng0IXyOYCLSP\njd+YUAj3KtAuNr5bMv6i8YOj8aPi4WPT1yQUVBV+b0jIfM5Oi3dCx3wLou1arbXjI+PYtSXUrJoB\nbJiY1i6KhyXA5rHxDjyYsqxnCBny15NxV+xcj6YXrrkBGdNT46zIfk0BJmRM6xOdF58D3Vs7DiqM\nt0bXFqEAexHwjSL7nLyXjIjGdSqxrhOicAdkTO9AKBi+LzbumGiegxJhtyE0oSvcQ69u7WNZ5Xgp\nK32Kfhe916VdO8n4j40v69ok1Mpz4Noi63+SUBtglVY+tu0Jb0oXAAdnhNk9eVzISM8z5s+8zxA6\nzf6UcD9fKTa+yXVEeDF1IdArNu7Q5D0uipeZQNuM7amL5jms1PlCeAj02LVV0b22heN0z7R9j+L6\ntWg7v5XYv2Hx4x8L/3A0fVBi2nHR+N+nrGfvaNrtRbaxEL/dShzP1POr2DlVS0PWPSUlXNY9pi3h\nK3yzgDWjcWXfX7KOFyE/MpmQX5lOIn2PzqXFhAfj9VPWsxLhxd9Wy1O8VBJfLH1OGN+C8bYVIY35\nGNg45z5MSYnHwvVWNF+yDI5nm+jcerVImAuibdsp+l24Jx2XEvb4aNolsXHrA9tmLLtQI+mFjOmF\n+8yAjOmZ5zMpaRcVPEsWO+dKnZtUkEfV0HhQjaQq8dDvw48JNQnuNbNHCbWNZhKqI+5OyBwUOuar\nJ7TpfbjI8v4KHGRmG7n7+0XW/YaZjSBR9TDqHK0OmOIZNV/cfaqZvQAcaWa/8safsN0n6qy2DaGT\nt+0INZHWAC5398tjYQvrLlbDZQzwKzPr7e7PFgnX4jx01HthzuBtzSyro8p3PHQ0CqEJwVrAfu7e\nUI3U3d8zs19F08+jdJOaCwmFUscAu5rZnwhtwdsRal0cRniIOS1a/gdmdhChFsY/zex2Qrv0lQg3\n0kMJCdMBXuTLbq3J3ReZ2QmEGguvmdn/EjIV6xG+9rQ1IQOe1bl53FnA3wkFrnNKhK1UzyLnxOPe\nuFPHtWJhVyEU/O1OiJuPgZ96+V/XqjkWPlPcj/AxgRkZwf7O0s4iL88Ik6WeUNCb2jGvu39pZo8A\n+5nZ+l6kY013n2Bmo0h5q7wiqCB9ailZ12ahKnmxz0TfQ7hmDqaKtUjL5e7zzGw/Qm22MWY2jnBO\nfkgo5N+CcM9aDLyXsojdLHyRJ83tHuVmi6z/UzO7jlAb6kiKdILu7vdToq+HKM3/HjDCs79cej+h\n/6R6QoesxVxKKDTZqUS4WnIVsG7Ur9RrhLzaxoTj25PQKWuhmdr5hBdyA4GdzOxOQoFCV0Kt4E2A\nP7h7ssn8cEKzlLPNbDvCC7p5hHxWHeH8OXuZ7eHXRJSXGELIb50C/I4q3l/cfYGZncfS625mYvpj\nZnYcoYuDidH58TLh4XUzQv9hm7L0C28F5eQpatH2iXzO1oQX6AsJ/SEVVY14i67fewkvle4A+hRp\nAfy25+s36XQzS8s3PxHL+1fTXoR7T1qt64J7CM8J9YRaV5cS+vYZamY/YGlNyJ0JadEbNP4qaGfg\n31Fty78RCmpWIfTt9zNCnFW9JnNG2tWcZ8kfZqSln7h7k9YZLZBH/Xpo7ZKsFW0gvPk9jdDkazbh\nAvyIkIHvT3iY34pQwnlPiWUdEYU7J/o9gIw3TIRqh3OJlfwSmnQ4cEWJ9ZwdhTsy+n1h9LswLCDU\ncPkXIYPVKzF/R0Lzq9QS61i4naPl3dzKcdSXHKXXUdi0GkleZBgdhRsU/b6syLIfic6P7aPf3eLx\nlxJ+D0KmfVoUJ18Q+t74HbBBSvj1CR28vhGdG18SMjAXAGu19rWSM652ivb5w+hYfUp443R4StjU\nN1vRtPui6cuqRlKxYY9Y+CmJaXMJD5d/JTQXWbu1j3kz46tQ8+I0wheqHPhliXmGRuG+F/0eQYk3\nf4Smvw78ucSy+0fhzox+p9ZIiqZtTHiQc1awGkmxfSyZPsXCjkteL4llNbl2KLNGUjSt0bVJSCM/\nIGTeViqy/o0ItRIfbe3jGm1P++icf5KQXhbuV88TCug2T4Qv3FuKDW2jsIX7TFbasC4hPZjE0je7\nJa+jKFyjGkmEzLID+5eY7xFC4djGpc6X6Jwr7NPyUCNpL0KHva9EcbmIUEDwJCFtb5Myz8GE+/gM\nQvr8IeGBp2+R9axCaHLzMqEgdT7hhcl1pKTpiXkL8dutxPH8WtdIiqatDEwl3PPWquT+Uux4EZod\nvRRNz6pxvDmhMOm/hHT/K0JNjKHAdinxkitPUWtDLL7iw+LoeI8hqjXTEvGW81gWhhGxZUxJxmPs\nessafrOMjudd0fK/VSLcREJ60z76vRahc+w3CPmaedH/Q0jk/wkFbScSXty+TXhWmB8dh9Hx8zNl\nvQOosEZSND2edq1LBc+SGedcfHgzEa5QY76iPKqGxoNFB0lERKRZzOxAwhvAQe4+vLW3R0RERERE\nqk9fbRMRkWrpHf2t1a8BioiIiIhIM6lGkoiINIuZHQHsSPhSygR3L/U5bBERERERWU6pIElERJol\n+jysEzpwPt2LfBxARERERESWbypIEhERERERERGRXNRHkoiIiIiIiIiI5KKCJBERERERERERyUUF\nSSIiIiIiIiIikosKkkSkxZhZXzNzMzsjZVofM/vMzKabWS8zuzAKu2PK/G5mx2Ssw83swYxp3zaz\nW8zsv2Y2x8y+MrOpZjbGzPqb2cqJ8FNi63Mz+9LM3jWzh8zsZDNbu8i+tjGzOjN7wsxmmtn8aN5R\nZrZtxjyF9c00s1UywtwX255uWesXEZHKlJNWxcZvamY3mtlbUdryqZn9I0ormtzPzeyYRPqyJFru\neDM7OmO7piXmSQ4/zZjv5Gj6bDNr35xjIyIiAtC2tTdARMTMfgzcBXwI7Onub5lZvxKzXWRmt7v7\nvJzrOAf4HTAb+DMwAVgAdAb2AG4DdgWOT8w6DTg7+n9VYEOgL3AN8FszO8Ldn0isa3XgL8CewHPA\nH4BZQE9gIHCEmf3S3W9M2dSvgI7AAYRjEl/uesC+UZhV8+y3iIhUR1paFY3vB9wOLAJGAK8CqwH7\nEdKKo81sH3efkbLYq4EXCC93uwDHAiPNbH13vywl/LvAbzM28Z8Z4wcBbwObAoVtFRERqZgKkkSk\nVZnZkcBI4L+EjPkHOWZ7HtgROBUYkmMdA4BLgL8Bh7j7Z4kgF0W1hHZJmf0zdx+dGDfYzPoA9wP3\nmdl2hQeKyE2EQqRL3P3cxLZcHm3H9WY2yd0fTyz7bWAJocDprsS0wlvqB4DD0vdWRESqLSutMrNv\nA3cQCpd2d/fJsdmuMbMTgBuAPwE/TFn0U+5+b2w9I6J1nGVmf3T3JYnws1PSpGLbvQPwbeBI4DeE\nQiUVJImISLOoaZuItJoogz0KeBH4fs5CJID/I7zBPcvM1i2xjnbA74EvgMNTCpEAcPeX3f36vNvu\n7k8BvwI6EDLnhfX1Ao4i1EQ6L2W+TwgZegg1ldIMB/Yys40S4wcAY4GP826niIg0T4m0ajCwCnBs\nohAJgKjm6V+AH5jZj0qty92nARMJNVM7VmHz64HPgXsJBWG7m9kmVViuiIh8jakgSURahZmdTXhL\nOw74obvPLGN2B84C1iK7in/BLsAGwF/cfVYFm1rMKGA+oblZwSHR3/91d0+byd3/Q2iCsIOZdc1Y\n7hKW1kDCzHoDWwHDqrDdIiKSQ7G0ysxWA/YBprr7Y0UWc0v095AiYQrLbEdocr0YSHvxsZKZdcoY\nLLGsVYEjgP+LmoGPjpY7sNR2iIiIFKOCJBFpDScQagndC+zr7l+WuwB3/xvwGHBiRmFMwTbR35eT\nE8xsjUQmvGjtppRtmE9ogrCBma2RWN+LJWYvTP9WynI/ITRfi2f2BwEfAQ+Vs40iIlKxUmnV5sDK\nNON+DxTSoW9a+LjEn4BOhMKfhSnhtwFmZAxrJcIeAqxNqImEu38MPAwMMDM9A4iISMXUR5KItIYN\nor/vRIUxlTqL0MTtd8Rq7ySsGf39PGXacBq/IZ5DaKpWjsJy1yQ0nyusL7UJXUxhejLjXzAMeNDM\ndiE8hPwEGOruixIvnUVEZNkolVZV435/W+L3EmAooel0mreBn2dMSxZ01QNvu/v42LgRwN2Efvwe\nyViOiIhIUSpIEpHW8AegD3C6meHuWRnmotz9JTO7E/hZ1CnpqynB4gU9SRcROsYGuILwRZtyJQuq\nCn+zCoiS82U9gDwMTCfUSuoehR9ewfaJiEhlSqVV1bjfXwD8g9DP0neBM4H1CV8VTfNlykcamjCz\n7oQvjN5oZpvFJr1BeGlSjwqSRESkQqrWKiKtYS7wY8LXy043s6uasaxzCZ9cvjRj+oTo77bJCe7+\nmrs/HmXKZ5e7YjNbBegJTHf3LxLr277E7IXpr6VNdPfFhDfVhwMnAs+6+xvlbqOIiFSsVFo1EVgI\nbFdiOcXu969G6dBYdz8fOAY4kFDA1ByDACOkH5Niw3+A1YEDy23OLSIiUqCCJBFpFVHHn/sDjwOn\nmtnVFS5nMnAj8CMz2z0lyDOEzzIfvAwyzf0Jb5HHxsaNif7WJzs+LTCzrYDvAS+6+9Qiyx8GrAH0\nRp1si4i0uGJplbvPJdTq6WZmexRZzDHR3zFFwhSWOZqQbp1hZl0q2eao/6M6QtPvw1KGU4F2hC+M\nioiIlE0FSSLSaqIM+gGETrNPMbNrK1zUxYQmBk1qJbn7AuAcQoHMn80sqwlCWR0PmVkfQnO4L4Ah\nsfW9AtxJKPy5MGW+joQv5wD8ptg63P2/wCmEJnh/Lmf7RESkOkqkVecTmqHdkvbhBzM7jtAX35Pu\n/tecq7yI8JLinAo3eW/Cl99uc/e7U4ZrgPcItZZERETKpj6SRKRVufs8MzsAuA/4pZm1cfeTylzG\nJ2Z2OaHT7bTpw81sw2j622b2Z0ITtIWEzlT3AnZlabO0uLXMrPDWdhVgQ2B3Qt8THwM/dfd3EvMc\nD6wHnG9mexLeQs8iNIMbSPgizy9KfC66sO2VFq6JiEiVZKVVUV99RwGjgNfMbATwKrAasC+hUOdF\n4KdlrOsxM3sWGGRmQxI1V9eJpUlJr0Z9BdYDDvylyGrGEArFdnT35/Num4iICKggSURqgLt/ZWYH\nEj6x/IuoSdgnZS7mSkJfEBukTXT3S8xsLHASoeBoIKFW5seE6v/9Sa/105nwgAAwD5hJKHA6lfC2\n99OUdX1hZnsRviRXR3ir3AH4CHgUuMLdXy5z/0REpBVlpFUnuftdZvYycAahT6XjgPnA64RapUMr\n+ELpxcCDhH4Aj42N78LSNCnpIjP7gNAU79/u/l6R5d8TbdsgQAVJIiJSFnP31t4GERERERERERFZ\nDqiPJBERERERERERyUUFSSIiIiIiIiIikosKkkREREREREREJBcVJImIiIiIiIiISC4qSBIRERER\nERERkVxUkCQiIiIiIiIiIrmoIElERERERERERHJRQZKIiIiIiIiIiOSigiQREREREREREclFBUki\nIiIiIiIiIpLL/wNam0/g7aBWrgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaf85358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#首先画主图\n",
    "fig,axes=plt.subplots(figsize=(20,12))\n",
    "rects=axes.bar(range(10),top10_arrivals_values,color='blue')\n",
    "plt.xticks(range(10),top10_arrivals_countries,fontsize=18)\n",
    "autolabel(rects)\n",
    "\n",
    "#画嵌套的饼图\n",
    "axes1=inset_axes(axes,width = 6,height = 6,loc = 5)\n",
    "explode = (0.08, 0.08, 0.05, 0.05,0.05,0.05,0.05,0.05,0.05)\n",
    "patchs,texts,autotexts=axes1.pie(arrivals_percent,labels=arrivals_countries,autopct = '%1.1f%%',explode=explode)# autopct:表示内部显示数值\n",
    "\n",
    "#需要将text 和 autotext中字体大小和变化\n",
    "for text in texts+autotexts:\n",
    "    text.set_fontsize(10)\n",
    "for text in autotexts:\n",
    "    text.set_color('w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#自定义图形构建了解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUruGxSkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa2b8dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib.patches import Circle, Wedge, Polygon, Ellipse\n",
    "from matplotlib.collections import PatchCollection\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "patches = []\n",
    "\n",
    "# Full and ring sectors drawn by Wedge((x,y),r,deg1,deg2)\n",
    "leftstripe = Wedge((.46, .5), .15, 90,100)           # Full sector by default\n",
    "midstripe = Wedge((.5,.5), .15, 85,95)                      \n",
    "rightstripe = Wedge((.54,.5), .15, 80,90)\n",
    "lefteye = Wedge((.36, .46), .06, 0, 360, width=0.03)  # Ring sector drawn when width <1\n",
    "righteye = Wedge((.63, .46), .06, 0, 360, width=0.03)\n",
    "nose = Wedge((.5, .32), .08, 75,105, width=0.03)\n",
    "mouthleft = Wedge((.44, .4), .08, 240,320, width=0.01)\n",
    "mouthright = Wedge((.56, .4), .08, 220,300, width=0.01)\n",
    "patches += [leftstripe,midstripe,rightstripe,lefteye,righteye,nose,mouthleft,mouthright]\n",
    "\n",
    "# Circles\n",
    "leftiris = Circle((.36,.46),0.04)\n",
    "rightiris = Circle((.63,.46),0.04)\n",
    "patches += [leftiris,rightiris]\n",
    "\n",
    "# Polygons drawn by passing coordinates of vertices\n",
    "leftear = Polygon([[.2,.6],[.3,.8],[.4,.64]], True)\n",
    "rightear = Polygon([[.6,.64],[.7,.8],[.8,.6]], True)\n",
    "topleftwhisker = Polygon([[.01,.4],[.18,.38],[.17,.42]], True)\n",
    "bottomleftwhisker = Polygon([[.01,.3],[.18,.32],[.2,.28]], True)\n",
    "toprightwhisker = Polygon([[.99,.41],[.82,.39],[.82,.43]], True)\n",
    "bottomrightwhisker = Polygon([[.99,.31],[.82,.33],[.81,.29]], True)\n",
    "patches+=[leftear,rightear,topleftwhisker,bottomleftwhisker,toprightwhisker,bottomrightwhisker]\n",
    "\n",
    "# Ellipse drawn by Ellipse((x,y),width,height)\n",
    "body = Ellipse((0.5,-0.18),0.6,0.8)\n",
    "patches.append(body)\n",
    "\n",
    "# Draw the patches\n",
    "colors = 100*np.random.rand(len(patches)) # set random colors\n",
    "p = PatchCollection(patches, alpha=0.4)\n",
    "p.set_array(np.array(colors))\n",
    "ax.add_collection(p)\n",
    "\n",
    "# Show the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
